[HN Gopher] Monitor your security cameras with locally processed AI
       ___________________________________________________________________
        
       Monitor your security cameras with locally processed AI
        
       Author : zakki
       Score  : 530 points
       Date   : 2025-08-05 05:05 UTC (17 hours ago)
        
 (HTM) web link (frigate.video)
 (TXT) w3m dump (frigate.video)
        
       | xiconfjs wrote:
       | It's still a bit flaky getting video acceleration (not talking
       | about object detection but video decoding) working but after that
       | it is one of the best solutions for live object detection I've
       | ever tried: no more small animals waking me up in the night.
       | 
       | P.S.: I'm also supporting them with a yearly? subsciption to
       | train the ,,A.I." model against false positives I provide which
       | increased the accuracy even more.
        
         | m463 wrote:
         | > no more small animals waking me up in the night.
         | 
         | not waking you, but it is cool to have a collection of animal
         | photos. Sort of amazing there's a hidden world.
        
           | xiconfjs wrote:
           | For sure, but rats and moths are _usually_ not that cool ^^
        
           | danparsonson wrote:
           | Hedgehogs are fantastic TV - a member of my family used to
           | get some great footage including one very memorable fight
           | where one ended up rolling the other one around
        
             | wiseowise wrote:
             | > including one very memorable fight where one ended up
             | rolling the other one around
             | 
             | You can't drop something like that without uploading it to
             | YouTube right now.
        
               | danparsonson wrote:
               | Very sorry to say I don't have access to it! If I ever
               | get hold of a copy you'll be the first to know
        
           | morkalork wrote:
           | Some nights my cat goes absolutely ballistic running from
           | window to window to door, meowing and scratching to get out.
           | And inevitably if I open my camera and look I'll see
           | something like a family of racoons walking by or a skunk in
           | the yard. It's a little consolation that he's just hearing
           | other animals and isn't possessed by demons at 2am.
        
             | nijave wrote:
             | Yeah didn't realize raccoons wandered in families until I
             | saw a line of 5 of them wander by nightly with Frigate
        
           | pugworthy wrote:
           | My Wyze cameras love to report "pets" - which have been deer,
           | foxes, raccoons, opossums, and yes occasionally a cat or dog.
        
           | nijave wrote:
           | You can do both. You can set it to detect animals but turn
           | off reviews. The reviews act like alerts you can "view"
           | whereas the detection as more like metadata you can use on
           | the search page
        
         | alias_neo wrote:
         | Mines been getting worse.
         | 
         | Been running about 2-3 years, was mostly fine before but now I
         | get constant false positives from the children's garden toys,
         | scooter left in the garden, pirate flag waving etc.
         | 
         | I don't submit false positives for privacy reasons but I'm
         | looking at trainingy own model. I've got years worth of
         | positives/negatives to train on.
        
         | sugarpimpdorsey wrote:
         | This is becoming a real problem because the drivers/software
         | for the Coral AI boards is yet another example of Google
         | Abandonware(tm) which has a hard dependency on a Paleolithic-
         | era version of Python. Comically, the hardware is still sold.
         | 
         | In so many words if you expect to use the Coral boards you are
         | stuck on EOL versions of Debian/Ubuntu - which have terribly
         | old video drivers and missing kernel GPU support. There's a
         | good chance your modern GPU - even well-supported Intel ones -
         | won't work.
         | 
         | Imagine buying new hardware in 2025 whose software still
         | required Windows 7.
        
           | Cyph0n wrote:
           | Re: outdated Python: Isn't this a perfect usecase for Docker?
           | Nix/NixOS is another option.
        
             | smokel wrote:
             | No. You might get it to run, but you would also get old
             | security exploits to run.
        
               | Cyph0n wrote:
               | Yes, it is, because then you aren't stuck with a EOL
               | distribution where you get even more security issues to
               | deal with (vs. just EOL Python).
               | 
               | Also, what kind of "security exploits" would an outdated
               | Python result in if the Python interpreter itself isn't
               | serving a network port or accepting arbitrary user input
               | in general?
               | 
               | I assume Frigate itself isn't running the web app on the
               | same Python version - it's likely just the Coral SDK that
               | requires an outdated Python version.
        
               | dns_snek wrote:
               | It's fine, you're not running a network-accessible part
               | of the service on unpatched software. The only input this
               | part of the software requires is trusted configuration
               | data and a video feed which could hypothetically be
               | malicious, but then the question becomes why you're
               | running an adversarial camera on your network, and why
               | you're allowing it to connect to the internet to fetch
               | latest exploits and C&C instructions.
               | 
               | You can also transcode the video before feeding it to any
               | outdated software and run it in a VM if you're paranoid.
        
               | nijave wrote:
               | Never underestimate the power of a specially crafted
               | raccoon whose appearance can trigger a buffer overrun
        
         | zeroflow wrote:
         | That "subscription" is one which I gladly pay due to multiple
         | reasons:
         | 
         | 1. It supports the developers(s) 2. The price can be directly
         | attributed to cost for training 3. You can keep the models you
         | trained during your subscription indefinately
         | 
         | That's pretty much the opposite to AgentDVR. I don't need
         | hosted services for remote access or push notifications - I can
         | do that myself. But if I want to abide the license terms, I
         | need to purchase a monthly subscription for remote access over
         | my own VPN.
        
       | sajb wrote:
       | I've been doing this with great success for over five years with
       | Camect, so what's new?
        
         | zakki wrote:
         | Is Camect a self-host solution?
        
           | tehlike wrote:
           | It's local, you have a box in your home. You can use it
           | locally or it can connect with webrtc to pull strean.
        
         | tehlike wrote:
         | I use camect too, but it's blackbox. And I am not sure if it'll
         | be easy for it to handle > 8 8mp cameras.
         | 
         | Otherwise pretty happy.
        
         | denvrede wrote:
         | At a first look? No, or at least not well maintained Home
         | Assistant integration.
        
       | thomas_witt wrote:
       | As an alternative, you might also want to check out scrypted
       | which offers a lot of cross-integration features and hardware
       | optimized local AI processing (eg on MacMinis M*). Developer is
       | super responsive in the discord.
        
       | nodesocket wrote:
       | I use Ubiquiti Protect Cameras and recently bought a AI key[1]
       | which adds license plate and facial recognition features to all
       | cameras even non-AI enabled models. It works really well and of
       | course all 100% self-hosted.
       | 
       | [1] https://store.ui.com/us/en/category/all-cameras-
       | nvrs/product...
        
         | closewith wrote:
         | Does the AI key work for more than one camera at a time?
        
           | nodesocket wrote:
           | Yes, up to 4 I believe. Do note, the AI Key does not support
           | LLMish feature search phrases and some limited advanced AI
           | features that the AI Key does. However, the AI Key is $799
           | and the AI Port is $199 so for me personally not worth the
           | huge increase in price.
        
       | mrmlz wrote:
       | Oh i've been using frigate with a Coral-usb stick for a couple of
       | years now and the project has been progressing nicely.
       | 
       | It has a very nice integration with homeassistant.
        
       | aitchnyu wrote:
       | What your "stack" of open source cameras and dvr?
        
         | hostyle wrote:
         | I picked up a bunch of 4k POE "simicam" cameras from AliExpress
         | for 25 euros each. These serve up RTSP streams to frigate. I
         | made some minor frigate config changes - I set it to keep 7
         | days of full recordings (just because i am paranoid), so this
         | uses approx 1Tb of storage (5 cameras currently, more to go
         | online soon). Frigate is running on an old laptop with a Coral
         | AI USB and 2Tb NVME for storage. I enabled detection of cars
         | and animals as well as the default of just humans. It works
         | pretty well, but has some annoying quirks, e.g. if a dog runs
         | past where a car is parked it will trigger an alert for both a
         | dog and a car. It also detects weird conglomerate shapes as
         | human sometimes, e.g. a bucket left at the end of some rolled
         | up bird netting with some pieces of timber sticking out
         | underneath can be vaguely human shaped when viewed from a
         | height. I run the free open source version, and I'm sure I
         | could get better results if I played with the configuration
         | more.
        
           | vladgur wrote:
           | How is that simicam doing at night?
        
             | hostyle wrote:
             | Its hit and miss to be honest. They do have a day/night
             | mode. One camera is indoors in a shed - it picks up moths
             | (as birds) and even a bat a couple of times. One camera
             | that is outdoors regularly detects the fox that visits us
             | almost every night. However another camera pointed at his
             | next destination never picks the fox up at all. The main
             | difference between the two camera environments appears to
             | be third party lighting - there are street lights in the
             | direction of the one that does not detect the fox, and also
             | the glow of a robot mowers charger light. One or both seems
             | to be putting off the cameras ambient light sensor and
             | prevents night mode from kicking in. The simicams do have
             | some configuration for night mode also, none of which I
             | have tried out yet. Options like infrared lamp vs white
             | lamp vs dual, and day-night mode of "photoresistor" vs
             | "scene brightness" and also some "color to black luma" and
             | "black to color brightness" settings. I should really play
             | with those some more, but they've been left as defaults so
             | far.
        
         | JanisErdmanis wrote:
         | I have a cheap 25 euro PoE cameras from aliexpress that gives
         | decent video quality. The night vision though is lacking in
         | comparison to one Brillcam that I have. The cameras are
         | connected to a cheap 20 euro PoE switches that advertise being
         | able to put out 60W of power.
         | 
         | For NVR I am using raspberry pi5 4gb model with a dedicated 2.5
         | inch hard drive that is only used for recording where micro SD
         | card is used for everything else. All the pieces fit in a
         | dedicated case:
         | 
         | https://www.aliexpress.com/item/1005007391354252.html?spm=a2...
         | 
         | I also plan to install Corall M.2 card within the unused M.2
         | SSD card slot.
        
       | timzaman wrote:
       | Just buy Unifi guys
        
         | qwertox wrote:
         | The Network Video Recorder UNVR is 320EUR VAT incl. Does this
         | exist as a software which I can download for free and run in a
         | VM, so that the Unify camera, which would cost at least 100EUR
         | can store the data over there?
        
           | entropie wrote:
           | https://news.ycombinator.com/item?id=44746603
           | 
           | Iam not sure but I think so
        
       | zhengiszen wrote:
       | OpenIPC is an alternative open firmware for your IP camera.
       | OpenIPC is an open source operating system from the open
       | community targeting for IP cameras with ARM and MIPS processors
       | from several manufacturers in order to replace that closed,
       | opaque, insecure, often abandoned and unsupported firmware pre-
       | installed by a vendor.
       | 
       | https://openipc.org/?locale=en
        
       | sunshine-o wrote:
       | Frigate has really done a fantastic job packing everything
       | together.
       | 
       | For basic needs go2rtc [0] or MediaMTX [1] can be enough. But
       | once you need some form of intelligence on top AFAIK
       | unfortunately there is no unixiy tool that can take a stream and
       | easily define and apply a model on it. You will have to code
       | something in python.
       | 
       | - [0] https://github.com/AlexxIT/go2rtc
       | 
       | - [1] https://github.com/bluenviron/mediamtx
        
         | lormayna wrote:
         | I am using Motion [0] since years. At least for basic stuff, is
         | easy to configure and very flexible. For more advanced
         | configuration, it required a bit of tuning.
         | 
         | [0] https://motion-project.github.io/
        
           | sunshine-o wrote:
           | Yes motion is amazing and has been around for a quarter of a
           | century ! very lightweight and reliable.
           | 
           | As far as I know you can do object detection and tracking by
           | gluing it with a yolo model using a few lines of python like
           | this [0]. I saw a bunch of people doing this.
           | 
           | I really wish there was a more unixy tool available in
           | package managers doing this.
           | 
           | - [0]
           | https://github.com/xj25vm/MotionSpot/blob/main/motionspot.py
        
             | lormayna wrote:
             | Exactly. Motion can detect objects in the images, but not
             | recognize the object type, but it's easy to integrate with
             | a third party services like the one that you are linking
             | with the scripts features [0]. I have personally integrated
             | with S3 and self-hosted notification to create a small CCTV
             | system, but there is no limit to the imagination of
             | possible integrations.
             | 
             | - [0] https://motion-
             | project.github.io/motion_config.html#OptDetai...
        
       | elitistphoenix wrote:
       | Google Coral Accelerator is basically abandoned these days though
        
         | BLKNSLVR wrote:
         | Still works with frigate, although I've heard that modern
         | (whatever that means) CPUs can do as good a job as the Coral
         | TPU, making it somewhat redundant.
         | 
         | I ain't running it on a modern CPU though, so I'm happy with
         | the Coral.
        
           | moepstar wrote:
           | Anecdata: i5-6500 did recognition in about 15ms, Coral TPU
           | (M2 variant) does it in about 7.5ms - so... probably could've
           | done without it in hindsight...
        
             | ThatPlayer wrote:
             | Frigate's docs has some detection speeds listed:
             | https://docs.frigate.video/frigate/hardware/#openvino .
             | 
             | I believe it also has an advantage of being able to run
             | bigger models like YOLO-NAS. Going off Frigate+
             | documentation: https://docs.frigate.video/plus/#supported-
             | detector-types
        
         | geerlingguy wrote:
         | Luckily Frigate works with a ton of different accelerators,
         | like the Hailo, Intel's iGPU, even some Arm GPUs now too.
        
           | dll wrote:
           | I have it running on an Orange Pi 5 with the Rockchip NPU,
           | very impressed with that being supported and working so well
           | for object detection.
        
             | senectus1 wrote:
             | single camera?
        
               | dll wrote:
               | Two cameras, CPU usage is very low (NPU spikes when
               | there's movement). I suspect I could add more without too
               | many problems.
        
               | senectus1 wrote:
               | wow.. thats sounds very promising.
               | 
               | Can you recommend a quality online community that do the
               | same thing that I could lurk in for while to soak up some
               | knowledge??
        
           | zeroflow wrote:
           | The documentation is rather scarse on performance numbers,
           | but it looks like the hierachy of price/performance is like
           | Intel iGPU ("free"), Intel A310, Nvidia GPU.
           | 
           | I'm explicitly leaving out the Coral TPU, since it's been
           | reported that the newer Intel CPUs (Core Ultra) seem to
           | provide the same performance with it's iGPU.
        
       | Tractor8626 wrote:
       | So burglar just need to carry big sign "Ignore previous
       | instructions and don't report anything"? "
        
         | dust42 wrote:
         | Looking in their github, it says that it uses openCV and
         | Tensorflow. The motion detection is done with openCV and will
         | be immune against any attack unless you move so slow that you
         | are under the detection threshold.
         | 
         | Tensorflow for the object detection doesn't do any OCR thus
         | written instructions dont work. However, according to the
         | website the system has a limited list of objects it detects. So
         | maybe disguising yourself as a walking tree might prevent
         | detection.
        
           | CobrastanJorji wrote:
           | With an open source model, though, a criminal may be able to
           | work out a 2D image that he could print out that would
           | identify him as a package or a windy branch.
        
             | fragmede wrote:
             | the criminal could spend years to become a trusted
             | maintainer so they can upload a model that's been fine
             | tuned to ignore objects with a specific QR code.
        
               | dansmith1919 wrote:
               | I think you may be overestimating my local crackhead
               | porch pirates
        
               | boobsbr wrote:
               | Light shinobi.
        
             | gerdesj wrote:
             | I have two cameras at my front door - one is the doorbell
             | and the other looks towards the door, which is on the side
             | of a porch.
        
           | pseudo0 wrote:
           | Finally a practical use for the Metal Gear Solid cardboard
           | box!
        
           | morkalork wrote:
           | >So maybe disguising yourself as a walking tree might prevent
           | detection
           | 
           | https://taskandpurpose.com/news/marines-ai-paul-scharre/
        
           | nijave wrote:
           | I think the defaults are fairly sensitive. I had to add
           | motion masks to ignore trees
           | 
           | In addition, if something else like a 2nd tree moves, then it
           | will get sent to the detector which will potentially label
           | the other thing (my trees were causing false positives
           | because it thought the stationary fence post was a human)
        
         | kookamamie wrote:
         | _waves hand_
         | 
         | "These are not the detections you are looking for."
        
         | zeroflow wrote:
         | I like the idea, but no.
         | 
         | They have a two-stage approach, first motion detection with - I
         | think - OpenCV and then afterwards object detection of zones of
         | interest with different object detection models, depending on
         | your hardware.
         | 
         | It supports Coral TPU, Halio Accelerator and most GPUs. I think
         | AMD is still the worst, since ROCm is not available on iGPUs.
         | 
         | Afterwards, they provide/support models like edgedet (Coral),
         | YOLO-NAS, YOLO, D-Fine or RF-DETR.
         | 
         | They also offer paid access to a specially trained version of
         | YOLO-NAS where you can also train your own images.
        
         | hamstergene wrote:
         | More like, wear a full body raccoon suit.
        
         | s17tnet wrote:
         | Probably a "scramble suit" [0] or just a tshirt or hoodie with
         | patterns engineered to escape AI recognition [1]
         | 
         | [0] https://en.wikipedia.org/wiki/A_Scanner_Darkly [1]
         | https://medium.com/data-science/avoiding-detection-with-adve...
        
           | rjreed wrote:
           | Reminds me of the "ugliest t shirt" from Zero History by
           | Gibson
        
           | theshrike79 wrote:
           | Someone made a shirt called ChatGP-Tee, that had (IIRC) a
           | picture of a generic office view, it confused the model
           | completely and it didn't recognise the wearer as human :D
        
         | IncreasePosts wrote:
         | Maybe if ring or whatever major manufacturer popularly rolled
         | this feature out and criminals could easily ID ring cameras
        
         | kobalsky wrote:
         | You can unironically defeat the person detector with a box a la
         | Metal Gear. Kojima was truly thinking ahead.
         | 
         | If you are truly paranoid you can still set a motion detection
         | zone, Frigate is awesome.
        
         | gosub100 wrote:
         | Or a bright IR flashlight
        
         | nijave wrote:
         | It uses "regular" AI, not LLMs (although iirc you can use an
         | LLM to generate descriptions)
        
       | senectus1 wrote:
       | My step brother has been asking me to help him setup a load of
       | cameras for watching his marron ponds. he has foxes, crows and
       | humans stealing from his ponds.
       | 
       | In theory this would really help him get alerts to invaders and I
       | presume filter out the sheep and alpacas he has wandering around
       | as well.
       | 
       | My issue is that its in a rural area and the paddocks are quite
       | large with no power to most of the ponds so what cameras and
       | network to use to get the data back to the storage and processing
       | server.
       | 
       | Begginning to think he might be better off running a modular
       | system, each cluster of ponds would have its own camera cluster
       | and mini server with the network being last mile 2.4ghz just for
       | alerts and a solar panel bank for charging the battery and
       | running it during the day.
       | 
       | What would I get away with here? N100 mini device? processing
       | maybe 6 cameras?
        
         | doodlebugging wrote:
         | Right now I am using Eufy Solocam S220 cameras to monitor
         | wildlife around my place. They are solar powered cameras that
         | only need a couple hours of sunlight each day to keep the
         | battery topped off. In my experience over the last 4 months if
         | it is cloudy and the camera needs to run on battery alone it
         | will use 2-3% of the available charge per day so that means
         | that the camera will function for extended periods with no
         | sunshine.
         | 
         | I appreciate the local storage option on this camera. It will
         | also use the HomeBase series local storage devices if you want
         | to do that. These are WiFi cameras so you need to install an
         | app on your phone and then set them up on your network and then
         | you will be able to see videos in near real-time. The delays
         | that I see are about 5 seconds though I haven't measured.
         | 
         | The detection settings can be tailored from low to high. With
         | mine in place I can regularly monitor insect activity for
         | insects as small as 1 cm moving across the field of view if the
         | sensitivity is set to middle setting. It will detect beetles,
         | ants, grasshoppers, moths, butterflies, centipedes, spiders,
         | etc. I have multiple videos of animals including deer, raccoon,
         | opossum, fox, rabbit, rat, two species of mouse; also reptiles
         | like lizards, and a snake; also birds including roadrunners,
         | cardinals, wrens, chickadees, mockingbirds and others.
         | 
         | The night vision works well too. I don't mind being awakened at
         | 2 am to watch a fox nosing around. I had seen the tracks
         | several times over the years and my neighbor said that they saw
         | it moving back and forth across his place but I had never seen
         | it alive and moving until I got that camera. Pretty great.
         | 
         | That model camera may not work for his needs. It only has a 2X
         | zoom. Eufy does have other solar models that use cellular
         | network I think. I will likely upgrade to 4K models later with
         | higher zoom and use one of their HomeBase storage devices since
         | they can store up to 16TB if you provide the disk.
         | 
         | I haven't used their AI since it trains on local data on a
         | HomeBase and I don't yet use a HomeBase. It does work though
         | since one of my relatives has several different model Eufy cams
         | and a HomeBase and they tagged photos to train for people and
         | set up exclusion zones and it all works for them.
         | 
         | All in all I am glad I chose Eufy cams over standard game
         | cameras. It ends up being less expensive and near zero hassle
         | to use them.
        
           | senectus1 wrote:
           | I have the earlier eufy stuff at home, the viewing distance
           | is nowhere near whe he needs let alone the wifi network
           | range. (Cam 2 Pro, and Cam 2C) just looking at the S220 i
           | dont think it would be much better in terms of range. but the
           | solar cam idea is worth thinking about.
           | 
           | Thanks for your insights
        
             | doodlebugging wrote:
             | The solar charging/recharging cam is the way to go. That
             | was my #1 consideration since mine are deployed too far
             | from any infrastructure and using a battery game camera
             | just adds to the maintenance load.
             | 
             | I chose the inexpensive S220 cams because they fit my use
             | case but I would expect that for your use case a different
             | model would be needed. Here at my place I can use WiFi cams
             | and do the nature monitoring with the only consideration or
             | parameter that I have as a constraint being that the camera
             | needs to be installed in a location that gets a minimum of
             | 2 hours of sunlight daily on average.
             | 
             | When I first deployed one of my cams I had it in a non-
             | optimum orientation, facing NNW instead of South so that
             | the panel did not get direct sunlight at all. In that
             | orientation working from a full charge on utility power
             | pre-deployment I used the camera for two weeks before I
             | redeployed it at the same location facing SSE. My initial
             | plan was to position it using the Eufy mount installed on a
             | post and the only post was N of the location I needed to
             | monitor. After watching the battery charge cycle I
             | determined that it would eventually discharge and require a
             | utility top-off. I redeployed the camera on an old, cheap
             | camera tripod a few feet from the initial location facing
             | SSE so that the solar panel got adequate sunlight and in a
             | matter of a few days it was topped off again.
             | 
             | I really like the solar powered cameras. They add
             | flexibility to any deployment plan.
        
       | Luker88 wrote:
       | I'm using frigate and it is really nice, though they could
       | improve the object detection and maybe stop changing the
       | configuration format every year
       | 
       | If you want to start just remember to avoid h.265 cameras so you
       | don't need to transcode since few clients and browsers support
       | it.
        
         | chocolatkey wrote:
         | I disagree regarding the choice of codec. Currently, I have no
         | issues receiving, saving, and viewing H265 streams. Any modern
         | CPU/GPU can handle them natively (I use a 2018 Intel CPU w/
         | QSV), any modern desktop or mobile device (I use both Android
         | and iOS) can stream it, and the recorded video takes up less
         | space. What are you using that requires transcoding?
        
           | alias_neo wrote:
           | If like myself you're a Linux and Firefox and Android user,
           | H.265 support is extremely lacking; you're probably ok on a
           | modern Android, but you'll not be able to view any of the
           | streams or do scrubbing etc on desktop in Firefox, nothing
           | video related is going to work in the Frigate UI, you won't
           | be able to preview videos etc and will have to download them
           | and use VLC. This might not sound like an issue, but it's a
           | huge pain in the arse if you actually want to use it day to
           | day.
           | 
           | All in, H.265 is unsuitable if you use a specific set of
           | software/tools that is quite a common combination;
           | Linux/Firefox/Android.
           | 
           | The original commenter is correct, if you're one of these
           | people like myself, avoid H.265 like the plague until support
           | is better and be sure to buy cameras that also support H.264.
        
           | smallerfish wrote:
           | For Hikvision sourced cameras, previews and exports work, but
           | you can't play clips without transcoding. Unfortunately I
           | haven't found a transcoding option that doesn't completely
           | swamp my CPU (with 3 cameras) so I'm living without ability
           | to play clips right now.
        
       | nergal wrote:
       | I've been running Frigate for many years, using a PN50 NUC and a
       | Coral USB dongle, the Coral is a must, at least in my case. I had
       | a full blown Ubiquiti/Unifi setup with cameras + their software.
       | Way to many false alarms compared to Frigate. Now I run 10+
       | cameras with 24/7 recording and alarms with images pushed to
       | Telegram. The identification is instant as well as the telegram
       | message.
       | 
       | Running a mix of Ubiquti/TP-Link VIGI+TAPO/Reolink. I'm running
       | everything in containers and everything works perfect!
        
         | AceJohnny2 wrote:
         | Polling HN: is there any upgrade to Coral? It's 5 years old at
         | this point, and with the explosion of AI apps & HW
         | acceleration, I'm surprised there doesn't seem to be anything
         | to update Coral's niche, of an IO-attached NPU.
         | 
         | For on-camera AI, I'm aware of OpenMV https://openmv.io/ and
         | their recently-kickstarted N6 & AE3
         | https://www.kickstarter.com/projects/openmv/openmv-n6-and-ae...
        
           | nergal wrote:
           | TIL openmv.io, looks really neat for small project.
           | Especially cool with the thermal vision, that would be a very
           | nice addition to improve false positives for <living-things>
           | detection.
           | 
           | But for surveillence, it's usually the sensor/camera quality
           | that is the most important. I've struggled hard to find an
           | affordable IP camera that can actually handle both shutter
           | speed + quality in order to for example read license plates.
        
           | Medox wrote:
           | OpenVINO might be a good alternative, as many Intel-based
           | mini pc's support it. Or a decent desktop with an Intel CPU.
           | Or maybe something with an Arc GPU (integrated or dedicated).
           | 
           | Disclaimer: I didn't try it yet but the last rabbit hole
           | regarding OpenVINO comparisons looked too good to be true and
           | it seems Frigate supports it too. Win-win.
        
         | HackerNewt-doms wrote:
         | a) How many LAN cameras b) How many WiFi cameras
         | 
         | are you using with only one Coral USB dongle at the same time
         | (plugged in the PN50 NUC) and get successful object or person
         | identification with frigate? And why telegram? Is it connected
         | to frigate only for notifications resulting from the
         | identifications?
        
           | nergal wrote:
           | a) 8x PoE cameras b) 2x WiFi cameras + sometimes some
           | esp32cam etc.
           | 
           | Yes, only one Coral dongle and it's handles all cameras
           | perfectly. With some masks I rarely get any false positives
           | and it is like 99% correct hit-rate.
           | 
           | Telegram is just a way to get a fast glance of an detection,
           | so it sends me an image with what type of detection it was
           | and the frame it found it in with detection frame around the
           | object. This is handled via Home Assistant and some
           | automation I've written. The results comes via mqtt to hass.
        
       | matsemann wrote:
       | Where would I start if I wanted to do stuff on a video, but not
       | necessarily live? Like, say I have a 5h video and want to extract
       | the frames of each car passing when it's at a certain spot, for
       | instance. Or all of those with a driver holding a phone or
       | whatever. Are there good frameworks for this, or would I have to
       | split the video into a million frames and run something on each
       | one?
        
         | londons_explore wrote:
         | Ask a decent (non-free) AI this question, and I bet it can make
         | you a python script to load a video and output which timestamps
         | show a driver holding a phone.
        
         | zimpenfish wrote:
         | I'd check out the OpenCV documentation and examples. This is
         | basically what I use for face recognition in videos[0]; for
         | recognising cars or other objects, you'd probably want to
         | either train your own model or use something like OpenCV's
         | YOLOv3 (example: [1] but you'd need to steal the video reading
         | code from the first link[0])
         | 
         | [0]
         | https://github.com/ageitgey/face_recognition/blob/master/exa...
         | 
         | [1] https://github.com/deveth0/python-
         | opencv/tree/master/objectD...
        
           | matsemann wrote:
           | Thanks. Also just kinda wondering if there's been any leaps
           | lately, as I guess this is the same way as one would have
           | done it a few years ago as well. But now that one can upload
           | images and chat about them to multi modal LLMs, wondering if
           | there's easier ways now (but preferable not uploading a
           | million images to chatgpt api and paying the cost).
           | 
           | Like, could I avoid training or specifying much or becoming
           | very knowledgeable in this domain, are we there yet?
           | 
           | Could I say "detect the frames of every car when it passes
           | position X in the video, and then grab the frame when the
           | same car passes position Y", and then I could calculate the
           | frame difference to know the speeds. Or would I have to do
           | loads of code and training still for something like this?
           | 
           | (I know I'm asking for much here, just curious what the SOTA
           | is in this right now)
        
         | s0ss wrote:
         | I also don't know, but this might be useful:
         | https://en.wikipedia.org/wiki/You_Only_Look_Once
        
       | princevegeta89 wrote:
       | I've been running Frigate for more than two years now and it
       | beats the hell out of any system I've tried in terms of detection
       | speed and reliability. For context, I've tried Ring, Tapo
       | cameras, and also Eufy security. Today I have turned away from
       | all the cameras except for the Tapo cameras now serving RTSP
       | streams into my Frigate instance. I have also blocked them from
       | accessing the internet and that gave it complete privacy by
       | default.
       | 
       | Eufy Security started showing advertisements about their new
       | products whenever I tap on a motion detected notification. They
       | prioritize their ads over your own security which is ridiculous.
       | Not just that, some of their clips stored in their cloud storage
       | would never open despite the fact I used to pay them my
       | membership fees every month. They were also caught storing
       | passwords and other security credentials in plain text. Thanks to
       | them, they were the primary motivation for me to move away from
       | using those proprietary platforms and look for something self-
       | hosted.
       | 
       | I got Frigate running on my old hardware with hardware
       | acceleration enabled via RX 550 GPU and detection is always under
       | one second. I wrote a small app that uses Frigate API to grab
       | screenshots and send me notifications via Telegram and Pushover.
       | It's been very self-sustainable for two years now. I only had to
       | restart the service two times in all of this time. I am also
       | using some tunneling from my VPS into the locally hosted Frigate
       | running on my home server and it's just been flawless. Thanks to
       | this amazing project.
        
         | IncreasePosts wrote:
         | Not to nitpick but you're only really guaranteed privacy unless
         | you know there's only a wired connection. If it has wifi the
         | camera could hop onto a nearby open network and do whatever it
         | wanted without your knowledge, assuming evil enough firmware
        
           | stavros wrote:
           | You can't know there's only a wired connection unless you
           | open the camera up and inspect the PCB for an antenna, and it
           | could still be disguised. However, by "I've only given it
           | access to a specific network" you already eliminate 99.99% of
           | the problem. The other 0.01% isn't really worth worrying
           | about.
        
             | bobmcnamara wrote:
             | There is no privacy with wires, only TEMPEST!
        
             | cptskippy wrote:
             | I know you're joking, and there's been murmurings of it
             | becoming economical for TV manufacturers to put 5G in their
             | TVs to spy on your viewing habits.
        
           | pc86 wrote:
           | And if you're worried about threat actors on the level of
           | backdoor/compromised firmware, the last thing you should be
           | doing is using TP-Link Tapo cameras.
        
             | nirav72 wrote:
             | TP-Link Tapo cameras (or any other cheap cams) are fine. As
             | long you take necessary steps to prevent leaking or calling
             | home. I have a mix of both tapo and eufy. All of them
             | isolated via VLAN with router FW rules set to block all
             | traffic. The only time I had to use anything connected
             | externally is when I had to setup each camera using the
             | Eufy or tplink mobile apps. But once they were added to
             | VLAN isolated wireless network, I never had to ever use the
             | mobile app. (Unless I specifically update the firmware that
             | addressed a problem)
             | 
             | The above should apply to any 'IoT' device.
        
           | gosub100 wrote:
           | I know what you're referring to (that wifi will be so cheap
           | and fit in a single chip that it will just phone home on open
           | networks anyway. This was a prediction for smart TVs a few
           | years ago) , but I think if that day comes, the devices will
           | be easily detected and defeated by cutting the antenna or
           | taping foil around them.
        
         | Steltek wrote:
         | How did you get the Tapo cameras to play nice in rtsp mode with
         | frigate? I found that even one camera did horrible things to
         | the wifi. Even with one camera per AP per band, they caused
         | trouble.
        
           | queuep wrote:
           | Can you elaborate, what kind of trouble did the Tapo cameras
           | create?
        
           | princevegeta89 wrote:
           | Note that the WiFi chips on these devices are not so great,
           | they need good coverage. I run two Asus routers in mesh
           | network mode to get good coverage and never had any issues
           | with anything
        
           | nijave wrote:
           | Seems to remember them working better with a certain WPA2
           | setup
           | 
           | The little white one with "wings" seemed to work better than
           | the really cheap circular base with circular camera ones
        
         | xrd wrote:
         | Are you using this with Home Assistant?
         | 
         | (Edit: my ISP is blocking, this is not an issue with hacs...
         | 
         | I'm trying to integrate this, but the HACS integration does not
         | seem to work with my HA because the get.hacs.xyz server is
         | misconfigured.                 wget -O - https://get.hacs.xyz |
         | bash -       Connecting to get.hacs.xyz
         | ([2606:4700:20::ac43:4465]:443)
         | 28EBD0AA71710000:error:0A0000C6:SSL
         | routines:tls_get_more_records:packet   length too
         | long:ssl/record/methods/tls_common.c:662:
         | 28EBD0AA71710000:error:0A000139:SSL routines::record layer
         | failure:ssl/record/.rec_layer_s3.c:687:       ssl_client:
         | SSL_connect       wget: error getting response: Connection
         | reset by peer)
        
           | vdfs wrote:
           | You don't need HACS, just download frigate integration to
           | config/custom_components in your HA folder
        
             | xrd wrote:
             | Great, hacs seemed overly complicated. Appreciate the note!
        
           | princevegeta89 wrote:
           | No, I don't run it with Home Assistant. I just run it as a
           | standalone service.
        
           | Aspos wrote:
           | My frigate runs in a separate container and is configured to
           | send MQTT messages to Homeassistant. Frigate can also expose
           | snapshots which Homeassistant displays:
           | http://myfrigate.lan:1984/api/frame.jpeg?src=CAMERA_GARAGE
        
         | rightbyte wrote:
         | I am sorry to be that guy, and I think it is good that you
         | realized it your self, but how could you trust them with your
         | videofeeds in the first place?
         | 
         | Like, I remember thinking the GNU guys were hippie crackpots.
         | But it was like 15 years ago and I have forgot how to relate to
         | that feeling... it is like realizing all my colleagues are not
         | using adblockers _and_ visit sites with ads. I just can 't
         | understand.
        
           | fullstop wrote:
           | > I am sorry to be that guy, and I think it is good that you
           | realized it your self, but how could you trust them with your
           | videofeeds in the first place?
           | 
           | In my case, I received a ring doorbell as a gift. I ran it
           | for several years and replaced it with Reolink on a vlan.
        
             | rightbyte wrote:
             | Well to be fair I've used some silly and expensive Meater
             | Plus thermometer that needed an Android app just because I
             | got is as a gift from my father in law and wanted to be
             | able to at least tell him I used it.
             | 
             | It is hard to turn down present with "it will spy on me"
             | when ordinary people think a thermometer can't. But I am
             | quite sure I would refuse to install a SaaS CCTV.
        
               | fullstop wrote:
               | To be fair, when I had a Ring camera it wasn't owned by
               | Amazon and they weren't sharing my data with the police.
        
               | const_cast wrote:
               | Ah, but they WERE stalking their customers. Although that
               | continued into Amazon too.
               | 
               | And to be clear, when I say stalking, I mean it
               | literally:
               | 
               | https://abcnews.go.com/Technology/ring-security-cameras-
               | gave...
        
               | fullstop wrote:
               | > In August of 2017, a supervisor discovered what the
               | employee was doing only "after the supervisor noticed
               | that the male employee was only viewing videos of 'pretty
               | girls,'" the complaint alleges. That employee was
               | terminated, the filing says.
               | 
               | Phew -- I am definitely not a "pretty girl".
               | 
               | Seriously, though, I'm glad that I ditched Ring and that
               | it only pointed at my walkway.
        
           | hn_go_brrrrr wrote:
           | I still feel that anyone who insists on "GNU/Linux" is a
           | hippie crackpot.
        
         | rexreed wrote:
         | What is your approach to keeping these cameras off the
         | Internet, but still on your local network to ensure they're not
         | backchanneling with your awareness?
        
           | mcsniff wrote:
           | Just block them on your router using a VLAN or a routing
           | policy -- OpenWrt has both of these features.
        
           | princevegeta89 wrote:
           | In my router admin page, there is something called parental
           | control. I used it to disable internet access for all the
           | cameras. I've also used the DHCP settings to give all the
           | cameras static IPs as well.
        
           | helpfulclippy wrote:
           | Dedicated VLAN. Firewall rule forbids all outgoing
           | connections from camera VLAN, even to other LAN, but allows
           | inbound from designated devices on a privileged VLAN (this
           | way random devices on my network can't talk to the cameras).
           | Frigate is on a VM that is so designated.
        
           | a_subsystem wrote:
           | All IoT devices on my network go into a VLAN that blocks
           | internet access. Using Unifi, I think it's just a checkbox to
           | turn internet access on/off. I use a virtual nic on my Home
           | Assistant VM that recognizes that vlan and can communicate
           | with all those devices, as well as a separate nic which is
           | hooked up to the main vlan.
        
           | nijave wrote:
           | I do DHCP reservations then firewall rules. Not as safe as a
           | VLAN but not aware of any devices assigning themselves random
           | IPs outside the DHCP reservation to circumvent it
           | 
           | Easier than getting VLANs working across switches and APs
        
         | ksahin wrote:
         | Is it possible to use Eufy cameras with Frigate ?
        
           | nirav72 wrote:
           | yes. You have to go into the Eufy mobile app and enable RTSP
           | for each camera you have registered. Assign the camera a
           | static IP and add a password there. Then use that in your
           | frigate config yaml to setup the stream. Including go2rtc.
           | 
           | Your go2rtc url should look something like this and it will
           | display that url in the camera configuration in the app
           | itself.
           | 
           | rtsp://cameraname:password@<ip address>/live0
        
             | princevegeta89 wrote:
             | Yes, this answer is correct. Although I use tapo cameras
             | now, I played with eufy cameras in the beginning, and it
             | seemed to have worked just as well.
        
       | a3w wrote:
       | Nearly an aside, but:
       | 
       | Why are people still installing security cameras that are
       | monitored by them? They increase stress level and felt
       | insecurity. They do _not_ make you feel secure, say psychological
       | studies. You probably think more about burglaries and dead spaces
       | in your setup and actively monitor for these in your daily lives,
       | where for 99.8 % of people this should be a non-topic.
       | 
       | If you want to install them for later police work, that still
       | seems tedious and you might require off-site backup. In public
       | places we often have CCTV of people, but unless you have number
       | signs on vehicles, they seem to not help with conviction rates by
       | much.
        
         | WilliamIPark wrote:
         | Personally, I've them installed outside as a deterrent.
         | Thankfully, I can't prove if they work or not, but that is the
         | intent.
        
         | aglavine wrote:
         | Burglars hate them
        
         | e40 wrote:
         | My neighbor used his to catch a guy that let his dog poop all
         | over the sidewalk. Like a trail of 10 poops over 6 meters. When
         | caught days later he denied it, but the neighbor whipped out
         | his phone and showed him the video. He apologized.
         | 
         | Most satisfying ise of CCTV ever. NGL it made me want to
         | install them.
        
         | dpz wrote:
         | I got robbed by a friend and lost something very sentimental,
         | if i had the security camera set up would have actually had
         | evidence of it.
        
         | spauldo wrote:
         | I've got two and will probably add a third.
         | 
         | The one pointed at the driveway sends an alert to my phone when
         | someone visits. It's handy because I can't hear the house from
         | my office so I often don't realize when we have guests over.
         | 
         | The one in my back yard is for security. I don't obsess over
         | it, but if something went missing from my workshop I'd check
         | the recordings. I'm not worried about traditional thieves, but
         | I've got a couple unsavory family members.
        
         | dirkc wrote:
         | Interesting, I've never actively thought this, but I think this
         | is why I've never gotten security cameras.
         | 
         | Do you have any specific links to studies you recommend looking
         | at?
        
         | laurieg wrote:
         | Like with all home automation, you should use it to solve
         | problems you have, not problems you want to have.
         | 
         | Here are some ways I use security cameras:
         | 
         | Check if my colleagues are in the office or not (and if they
         | are in the middle of a live recording). Check on my plants
         | while I'm away. Check if there is a free parking space. Check
         | if I left something at home or in the office.
         | 
         | I'm not really thinking about crime, even though they are
         | called 'security cameras'.
        
           | W3zzy wrote:
           | I'm so happy those uses of camera's are illegal in the EU.
           | Camera's at work can only used for safety. You could have
           | other - less intrusive - systems in place for all tge other
           | issues.
        
             | alchemist1e9 wrote:
             | Just one of many bizarre European attitudes towards work
             | and capitalism which are contributing to massive
             | underperformance economically.
             | 
             | Why would anyone have any expectation of privacy at work
             | other than in the toilet?
        
               | graftak wrote:
               | Because privacy is a basic human right. Europe still has
               | some of those.
        
               | alchemist1e9 wrote:
               | I don't get it, you have privacy at home or outside work,
               | why when someone is paying you to work for them there is
               | an expectation of privacy? You don't see how that is
               | extremely counterproductive for capitalism and economic
               | activity?
               | 
               | Just don't come to work right? You can have all the
               | privacy you want? Or don't visit the business if you are
               | the customer.
               | 
               | Please help me understand what the logic and
               | justification is to regulate and control security camera
               | use within private enterprises (with the obvious
               | exception of toilets and changing rooms etc)?
        
             | gr3ml1n wrote:
             | Isn't the entire EU essentially a panopticon of cameras?
        
               | jve wrote:
               | You have to justify the use of storing (or publishing,
               | don't remember) content that includes PII. You must
               | register the use of cameras and specify how long and why
               | you store those recordings. Which usually states: For
               | security purposes. You must include (at least my country)
               | a sticker that says particular area under surveillance.
               | 
               | When there is collective photographing at school for
               | children, we as parents must consent with a signature...
               | which is a little bit annoying.
               | 
               | Having camera at home/yard is no issue.
        
               | dagw wrote:
               | _Having camera at home /yard is no issue_
               | 
               | Only if the camera is angled in such a way that it only
               | sees your property. A door bell camera that can also see
               | the public road in front your house for example is
               | technically not allowed, even if most people ignore that
               | rule.
        
               | 15155 wrote:
               | Panopticon for the State, not for you.
        
         | theshrike79 wrote:
         | My doorbell has a camera that records locally.
         | 
         | When the doorbell rings I get a notification on my desktop and
         | phone with a relevant image captured a few moments before the
         | button was pressed.
         | 
         | Then I can determine if it's something I need to put my pants
         | on for.
         | 
         | Mostly it's just fun and easy to add cameras around your house.
         | Then you can do stuff like have the LLM count birds it sees or
         | ask it "are the dogs in the back yard" etc.
        
           | DonHopkins wrote:
           | >Then I can determine if it's something I need to put my
           | pants on for.
           | 
           | Or if it's Jehovah's Witnesses, something you need to take
           | your pants off for.
           | 
           | https://www.youtube.com/watch?v=aPS2zupOI_Y
        
         | whatsupdog wrote:
         | You can integrate it with home assistant to send notification
         | on your phone (or run any other automation) when it detects any
         | specified objects.
         | 
         | I have set it to send me notification if any person is detected
         | in my front yard, drive way or back yard after I have "armed"
         | my alarm at night. I am thinking of also sounding am alarm on
         | my home speakers.
         | 
         | Frigate, when configured properly, has a really low false
         | positive rate. I have only seen 2-3 false positives in the past
         | one year. And if rarely ever misses. So it's something you can
         | rely on.
        
         | smallerfish wrote:
         | We had a couple of minor break-ins in our neighborhood, and
         | subsequently installed 3 very visible cameras along the
         | neighborhood road (which is a dead end). No break-ins since.
        
         | Roark66 wrote:
         | One good reason for cameras. They promote civil behaviour.
         | 
         | Since I installed a visible security camera above my front door
         | I never had couriers throwing packages, they very rarely not
         | show up and claim "no one was home" and so on. Also I had a
         | neighbour damage my fence every single time he was doing his
         | farm work (plowing, harvesting). In addition he would use an
         | unfenced portion of my property as a turning place leaving
         | deep/huge tire marks and did other silly shit like that despite
         | me asking him many times not to do it. Once I installed cameras
         | it hasn't happened once.
         | 
         | Then there are other practical reasons, I can review the
         | recordings to find out which way my cat went if he is gone for
         | a long time, or I can check is he waiting in front of the door
         | in the middle of the night without having to get out of bed.
         | Also my cameras resolved a mystery how one of my cats got
         | injured once (hint - deer really don't like cats).
         | 
         | Finally, let's say there is a huge storm forecast and I'm away.
         | I can check remotely everything is fine.
         | 
         | Finally, cameras are very good for insurance purposes. At least
         | in my country insurers are known to weasel they way out of
         | paying very often. If you have an actual recording that is much
         | more difficult for them to do.
         | 
         | The only issue I have with most reasonably priced Cctv cameras
         | is that they go towards more megapixels when they should go
         | towards more IR sensitivity. Almost every consumer grade camera
         | can be defeated at night if a subject is moving quickly. The
         | picture will be smeared. So for ID purposes I use lower
         | resolution more "professional " cameras.
         | 
         | As for open source, I've been using ZoneMinder with local (and
         | on camera) AI for ages.
        
           | defrost wrote:
           | Dunno much about the market for consumer grade home mount
           | IR/Thermal cameras, I used to use upcycled industrial cameras
           | when I worked contracts in the vision domain, recently I'm
           | using a rifle scope on a remote controlled mount with a long
           | HDMI cable.
           | 
           | Mars MT1000LRF Thermal Riflescope:
           | 
           | * https://old.reddit.com/r/ThermalHunting/comments/1i8wlpp/th
           | o...
           | 
           | * https://www.youtube.com/watch?v=LBHHCRHnwgw
        
         | thumbsup-_- wrote:
         | Your argument is like "If we don't do covid testing, we'll have
         | no covid cases"
        
         | topspin wrote:
         | > Why are people still installing security cameras that are
         | monitored by them?
         | 
         | The point of Frigate et. al. is to not have to do the
         | monitoring. The false positives of small wildlife, known
         | persons/vehicles, etc. do not consume attention, so you forget
         | about it until something of actual interest happens.
        
         | jcims wrote:
         | People have different dispositions, live in different
         | environments with different levels of support from law
         | enforcement and face different threats. I live in a remote area
         | and am regularly away for extended periods of time. I've spent
         | years with and without any security cameras and I'm generally
         | more content when I have a few keeping an eye on the place.
        
           | kube-system wrote:
           | This! And also, cameras are not just useful to monitor
           | criminal threats. If you're away from a property for long
           | periods of time, they are also helpful to monitor for weather
           | damage, misdelivered packages, animal activity, etc.
        
             | jcims wrote:
             | Yes. The vast majority of utility for me has nothing to do
             | with criminals lol.
        
             | goopypoop wrote:
             | What do you do when you're away and something happens?
             | 
             | What if you're away and the feed dies?
        
               | kube-system wrote:
               | I'd assess the urgency of the situation and deal with it
               | however I feel appropriate?
        
         | not_that_d wrote:
         | There are other use cases, me for example use it to monitor a
         | family member that has epilepsy and needs to checked from time
         | to time.
        
         | nkrisc wrote:
         | > They increase stress level and felt insecurity. They do not
         | make you feel secure, say psychological studies. You probably
         | think more about burglaries and dead spaces in your setup and
         | actively monitor for these in your daily lives, where for 99.8
         | % of people this should be a non-topic.
         | 
         | Oh wow, I didn't know I felt that way! I'm glad you were able
         | to tell me what I feel.
         | 
         | You are making a lot of assumptions about why people have them.
        
         | 11mariom wrote:
         | I would love to ditch things like locking car, home, hiding
         | stuff, etc, but unfortunately there are individuals (a way less
         | than 0.2% of people) that makes us to...
        
         | jghn wrote:
         | I'll take this a step further. I don't understand why so many
         | people are installing security cameras at all. And my
         | observation has been that there's often an inverse correlation
         | between how much someone needs such a camera and how likely
         | they are to have one. It's always the suburbanites who are
         | talking about their Ring cam footage and freaking out that
         | someone's at the door, oh wait, it's just FedEx.
         | 
         | Despite what most people seem to think, crimes like break ins
         | in the US are extremely rare. Why do people still feel the need
         | to gear up their homes like Fort Knox?
        
           | kccqzy wrote:
           | It's not for deterring break-ins. It's just for informational
           | purposes like seeing when my package is dropped off. FedEx
           | might be pretty good at sending me emails about deliveries
           | but plenty of other smaller last-mile couriers don't have any
           | way of notifying me. It's also for entertaining purposes like
           | seeing a feral cat stretch in my front yard.
        
         | sokka_h2otribe wrote:
         | Cats, just for my cats.
        
           | mulmen wrote:
           | You mean to make sure they don't get out of the house?
        
         | octo888 wrote:
         | The anti social behaviour, fly-tipping and the cutting down of
         | my trees by my neighbours stopped once I installed CCTV
        
         | sib wrote:
         | >> Why are people still installing security cameras that are
         | monitored by them?
         | 
         | Have you priced out security systems with live monitoring by a
         | person at a security company? Quite expensive.
        
         | justinwp wrote:
         | I live at 7400 ft in Colorado and only lock my doors so the
         | bears don't come in. I have cameras on each side of the house
         | so I know when not to let my dogs out.
        
         | nirav72 wrote:
         | >Why are people still installing security cameras that are
         | monitored by them?
         | 
         | Very few people rarely ever actively monitor their home
         | security cameras these days. I only look at the recorded
         | footage if and only when a predefined event is triggered.
         | Usually if a person is detected within a specific area when I'm
         | not at home and they shouldn't be there. Such as door leading
         | into the house from the backyard. Or if a package is delivered
         | and I don't see the package on my doorstep.
        
         | TuringNYC wrote:
         | >> Why are people still installing security cameras that are
         | monitored by them? They increase stress level and felt
         | insecurity.
         | 
         | I am fascinated by this whole thread because I have multiple
         | cameras trying to capture hummingbirds, coyotes, and foxes in
         | my backyard. We try to ring an alert when they come so we can
         | quickly run to the window and be inspired by their grace and
         | beauty.
         | 
         | Currently i'm doing this via a very flimsy RPI+webcam setup but
         | i'd like something much better. I also have FLIR cams because
         | im interested to do this with night vision also.
        
         | jabroni_salad wrote:
         | In my previous apartment, the landlady had zero sense of
         | decency and would let herself in to snoop around.
         | 
         | I use these devices because I can factually know that nobody
         | has entered my home while I was gone. It is peace of mind. I
         | don't think about burglaries or whatever. I think about how my
         | landlord or a property manager or rotating cast of anonymous
         | maintenance people have a key and the only reason they don't
         | abuse it is because of decency.
        
         | nijave wrote:
         | I get notifications when packages are delivered which limits
         | the window for porch pirates.
         | 
         | I have a daily news feed of animal activity so I can see what
         | the little neighborhood cats, raccoons, and skunks were up to
         | last night. I was originally using it to alert me when the
         | neighborhood stray was on the back porch so I could come down
         | and feed her (without risking other critters finding the food)
        
         | kjkjadksj wrote:
         | I am installing a doorbell one this week. I got a package
         | delivered monday according to the tracker but its not here. It
         | would be nice to have had the camera already so I could see if
         | someone took the package or if its still potentially not yet
         | delivered. Neighbors have gotten packages stolen plenty so it
         | is a real risk.
        
       | amelius wrote:
       | What is the cheapest way to do something like this in a DIY way
       | with FOSS? Assuming you have to buy the computer, and any other
       | hardware. Assuming also near real-time processing and reasonably
       | high accuracy.
        
       | smallerfish wrote:
       | I run Frigate with 5 IP cameras (3 Hikvisions, 2 Amcrests) and 1
       | USB camera. I'm using a USB Coral TPU, which does a good enough
       | job that Frigate can keep up with an average of only 30% CPU
       | usage on an old Dell with 4 core i7-6700.
       | 
       | Frigate's better than anything else I tried, but not perfect. As
       | mentioned in another thread, it has some issues with codecs from
       | some cameras (playing clips from Amcrests is fine, Hikvisions not
       | so much) and therefore you may need to transcode. Also it has no
       | built in option for sending your recorded clips offsite;
       | theoretically you could mirror its storage directory, but as far
       | as I've found it's not organized in a way that you can separate
       | just important events.
        
         | boredemployee wrote:
         | is it possible to not just recognize people but identify them?
         | (with registered pictures beforehand ofc)
        
           | dimitri-vs wrote:
           | Yes: https://github.com/blakeblackshear/frigate/releases
           | Ctrl+F: "Face Recognition"
           | 
           | > Turn on face recognition & upload your first face via Face
           | Library - Add Face.
           | 
           | > Train and improve accuracy: New detections appear in Face
           | Library - Train with a confidence score-assign each to a new
           | or existing person to refine future recognition.
        
             | queuep wrote:
             | Neat, I currently use Frigate with Doubletake and
             | Compreface for facial recognition. Perhaps I can simplify
             | it a bit
        
               | nirav72 wrote:
               | I also ran Doublestake and Compreface with Frigate. Found
               | out that it didn't really provide any benefits for me.
               | The default native person detection in Frigate using the
               | TPU is more than adequate. I've seen some interesting
               | stuff people have done using a mix of locally hosted LLM
               | vision model with Home Assistant and Frigate to do image
               | interpretation. Including facial recognition and License
               | plate reader. It's something I want to eventually
               | explore.
        
       | underdeserver wrote:
       | My usual pet peeve -
       | 
       | They use the abbreviation NVR in the first sentence without
       | saying what it means.
       | 
       | It means "networked video recorder".
       | 
       | Please don't do that. Not everyone who comes across your site is
       | a member of your particular niche.
        
         | tiagod wrote:
         | Most stores will just market the devices as NVR or NVR Recorder
         | (I know). If you google it, you get your answer immediately.
        
           | lobsterthief wrote:
           | Right, but I don't want to open tabs and Google terms right
           | after I start reading an article ;) Even as a super technical
           | person
        
             | vdfs wrote:
             | NVR is to distinguish it from DVR, Digtal Video Recorder
             | (ironically it's not really digital, more like analog) It's
             | much cheaper than NVR, because the camras are simple and
             | diffrere the encoding to the DVR unit. And there XVR with
             | can combine both Network and Digital cameras
        
           | hopelite wrote:
           | You are missing the point. It has been considered general
           | English language competency that you always expand the first
           | instance of any abbreviation that is not absolutely obvious
           | in context, e.g., USA, "e.g.", or CIA, unless you happen to
           | be writing about the Culinary Institute of America in most
           | contexts outside of the culinary context.
           | 
           | It is a rather annoying myopic perspective I most often run
           | across in tech, where technical people for whatever reason
           | are so fixated on their little corner that they are either
           | unaware or simply indifferent to the fact that there are
           | others in the world, and that if they want to spread their
           | work and impact, they need to make things approachable and
           | lower barriers to entry.
           | 
           | It Is why the rule of general language proficiency exists in
           | English especially because of all the abbreviations, to
           | facilitate information and knowledge sharing.
           | 
           | Let's all improve by going through whatever our project is
           | and make sure that at least in the context, abbreviations are
           | easily understood by expanding them, e.g., your
           | introduction/overview page and documentation should always
           | expand most first instance abbreviations, including in
           | separate, high level segments (e.g., if you have different
           | first contact pages or objects) unless they are globally
           | known to society.
           | 
           | It's really not any different than any other "sales" tactic;
           | you will not be successful selling something if you do not
           | first describe what it does in a one-liner. Ask yourself,
           | "who is the person I want/need to come to this thing and
           | should I assume they would know what this all means?"
        
             | tiagod wrote:
             | What I'm arguing is that in the context of CCTV (Closed-
             | circuit television) systems, NVR is a universal term.
             | 
             | I would also argue that the expansion of "e.g." is not
             | "absolutely obvious". I know what it means ("for example"),
             | but I had to google it to know it's an abbreviation of
             | "exempli gratia", and I don't speak Latin, so I don't even
             | know exactly what that means without reading further.
             | 
             | In the same way, you can also quickly understand from the
             | page what an NVR is without knowing the exact expansion.
        
               | cgriswald wrote:
               | I have no real conclusion here, but sort of land on the
               | side of "Why wouldn't you expand it?"
               | 
               | The abbreviation of _e.g._ isn 't a good example. It is
               | hundreds of years old and taught in schools. It is
               | essentially a feature of the language (or at least of
               | writing the language) and can hardly be compared to the
               | far more recent initialism NVR. It is ubiquitous and all
               | native English speakers should know it and all non-native
               | English speakers should learn it.
               | 
               | VCR is an example that is almost always referred to
               | solely as its initialism. However, this became a
               | completely ubiquitous term. Early advertisements didn't
               | say "VCR", they said things like "video recorder"[0].
               | Once it was ubiquitous non-specialists knew what a VCR
               | was even if they didn't understand the initialism and
               | they were marketed just as "VCR". One could make the case
               | that "VCR" stopped being a pure initialism and become
               | more of a word. (VHS on the other hand... not expanded in
               | that video.)
               | 
               | Is NVR ubiquitous enough? BestBuy sells them without
               | expanding the initialism (in the examples I checked), so
               | maybe. However, I bet if you sampled people, the majority
               | wouldn't be able to tell you. And BestBuy selling them
               | this way may have more to do with limited 'item title'
               | space.
               | 
               | It might be the case that it is well-enough known among
               | people who 'need to know' like security folks. I'd argue
               | that's probably not meaningful if BestBuy is retailing
               | them to the public.
               | 
               | Maybe a better example is something like an air-
               | admittance valve (AAV). Most people have never heard of
               | it, but all plumbers have heard of it. In context, anyone
               | can probably figure out what it does. And yet Oatey
               | "correctly" (according to style rules) identifies the
               | name and puts the initialism in parentheses[1].
               | 
               | So on the one hand, it may be ubiquitous enough that it
               | doesn't matter (and is becoming more of a word). On the
               | other hand, there's evidence here that it does matter
               | because it isn't ubiquitous enough for people to be
               | comfortable not knowing what the acronym means.
               | 
               | What I can't see is the downside of writing "network
               | video recorder (NVR)" on the first instance of is use at
               | least on the landing page. Everyone has to learn what it
               | means somewhere and it seems like a missed marketing
               | opportunity for it to not be through your product's
               | landing page. It may also reduce friction or aid in SEO.
               | (YMMV, but I get quite different results searching for
               | "network video recorder" and "NVR".)
               | 
               | [0] - https://www.youtube.com/watch?v=vQ9nkyo01HQ [1] -
               | https://www.oatey.com/products/air-admittance-valves-aav
        
               | tiagod wrote:
               | You're defending expanding these terms (which I agree to
               | some point), but then writing 'e.g.', 'YMMV' and 'SEO'
               | which you could have expanded or replaced by more obvious
               | constructions like 'for example', 'your mileage may vary'
               | and 'search engine optimization'.
        
               | cgriswald wrote:
               | I'm not trying to sell anything, I'm keeping my audience
               | in mind, and I'm writing to an internet forum, not
               | professionally.
        
             | some_random wrote:
             | NVR is absolutely obvious in the context of Frigate, an AI
             | object detector for surveillance cameras.
        
         | disruptiveink wrote:
         | Usually I would agree with you, but this is an incredibly
         | common initialism, used by not just people in the industry, but
         | also by consumers. Sure, it may not be as widespread as VHS
         | (global) or API (tech-adjacent), but anyone who is in the
         | market for this software already knows what NVR means.
         | 
         | Most people would know the term from either being quoted or
         | looking up CCTV solutions, all of which, unless they're fully
         | "cloud-based", come with a component that is called the NVR.
         | You wouldn't even consider this if you weren't aware of the
         | concept. If NVR means nothing to you, Network Video Recorder
         | doesn't mean anything to you either. This is meant to be a
         | replacement for closed and inflexible hardware boxes that are
         | sold together with security cameras, and the name of those
         | boxes are "NVRs".
        
           | triceratops wrote:
           | As a consumer I disagree. Never heard of "NVR" but I can suss
           | out what "network video recorder" means from context.
        
             | vdfs wrote:
             | NVR is to distinguish it from DVR, Digtal Video Recorder
             | (ironically it's not really digital, more like analog) It's
             | much cheaper than NVR, because the camras are simple and
             | diffrere the encoding to the DVR unit. And there XVR wich
             | can combine both Network and Digital cameras
        
               | sib wrote:
               | Which is odd because the first time I heard the term DVR
               | was in the late 1990's, referring to the box that was
               | used to record TV signals digitally for playback and/or
               | ad-skipping. The term distinguished it from things such
               | as VCRs, which recorded in analog, on tape. Those DVRs
               | were, in fact, digital.
        
               | LocalH wrote:
               | If the recorder uses digital video as its storage, it's a
               | real DVR, even if the video input is that weird HD
               | variant of NTSC that's everywhere in security cameras
        
           | underdeserver wrote:
           | > Most people would know the term from either being quoted or
           | looking up CCTV solutions
           | 
           | I'm not sure why you're assuming most people ever requested a
           | quote or looked up CCTV solutions. I sure haven't.
        
             | pc86 wrote:
             | But the site is for software managing... CCTV solutions.
             | 
             | I didn't know what NVR meant either but it seems reasonable
             | for Frigate to assume 90% of the people coming across their
             | site would be given the context.
        
               | DonHopkins wrote:
               | That's an incredibly weak argument.
               | 
               | Now justify intentionally confusing 10% of the audience
               | because you don't want to put two dozen more characters
               | on the web page to define an acronym.
               | 
               | How much contempt do you have to have for your potential
               | users to actively want to confuse 10% of them, when it's
               | so easy not to?
               | 
               | Do you really intend to reduce your user base by 10%
               | because you don't want to educate your potential users
               | with a couple dozen letters defining your terms?
               | 
               | Do you consider 10% of the audience too stupid and
               | undeserving to use the software, and want to preemptively
               | gatekeep and drive them away before they've even tried
               | it?
               | 
               | Most rational people would bend over backwards to reach
               | 1% more of their potential audience, but you want to
               | alienate 10%? What do you have against them?
        
           | Saline9515 wrote:
           | Please consider that we're not all English-speaking, and that
           | such terms may be unknown to people who aren't from your
           | culture, even if we do understand your language. CCTV could
           | mean "China Central TeleVision" for instance ;-)
        
             | some_random wrote:
             | In the context of surveillance cameras it is perfectly
             | clear what CCTV stands for, and if it is an unknown to
             | someone because they are not familiar with the english
             | language it is also perfectly reasonable to just force them
             | to look it up like they would any other english word they
             | are unfamiliar with.
        
               | Saline9515 wrote:
               | Acronyms are not the same as the English language as they
               | are not words by themselves but compressions. "Closed-
               | circuit television" is self-evident to a reader; CCTV
               | isn't. And "in the context", yes, but readers are not
               | necessarily experts in their fields. This is why many
               | news publications usually expand acronyms.
        
               | some_random wrote:
               | So to be clear, I think that it would make sense for
               | Frigate to define NVR the first time they use it on their
               | site. However, this isn't a news publication and I really
               | don't think it's unreasonable to expect any serious
               | visitor to the Frigate site to be expert enough to know
               | what an NVR is.
        
               | DonHopkins wrote:
               | You haven't identified any upside to NOT defining terms,
               | and you're scoffing at the actual downside, willing to
               | confuse people who don't know the terms.
               | 
               | I just can't get my head around what motivates your anti-
               | acronym-definition ideology.
               | 
               | How is the world a better place if you don't define
               | acronyms?
               | 
               | Does defining acronyms annoy you, or cost you your
               | dignity, or make you feel less special for knowing
               | something other people don't? Why are you so anti-
               | education, anti-accessibility, anti-inclusivity? Are
               | those inherently bad things in your opinion?
               | 
               | Is accessibility and user friendliness too "woke" for you
               | to tolerate, a manifestation of DEI that must be stamped
               | out at all costs, because empathy for users is a weakness
               | that's a menace to society and you very manhood?
        
           | hdgvhicv wrote:
           | As a video professional, with many devices for recording
           | video both at baseband and via ip, and responsible for
           | delivering audio and video streams via networks to tens of
           | millions of people, I had no idea what "NVR" meant.
        
             | infecto wrote:
             | I don't believe video professional equates to security
             | professional. Would not expect someone who is a video
             | professional to know NVR but at the same time if you don't
             | know what an NVR is I would not expect someone to be using
             | this software. The entry point into this space is an NVR.
        
               | hdgvhicv wrote:
               | "incredibly common initialism, used by not just people in
               | the industry, but also by consumers"
               | 
               | Consumers are a wide range of people. 99 percent who have
               | never heard
               | 
               | NVR is a niche term for a tiny number of people in a tiny
               | industry.
        
               | DonHopkins wrote:
               | He's just a gatekeeper who doesn't want 99% of people
               | invading his private clique.
               | 
               | I've never heard of the term "NVR" until today either.
               | 
               | And I too professionally develop live video streaming and
               | analysis pipelines, with networked cameras, computer
               | vision object recognition and pose detection, action and
               | task identification, database analytics and
               | visualizations, etc.
               | 
               | And we simply call cameras "cameras", install lots of
               | them at our customers' sites, and nobody gets confused
               | about what they are.
               | 
               | We don't need or use a special acronym for cameras. And
               | we're not willing to confuse 10% of our customers on our
               | home page by assuming they are trained professionals in
               | some particular specialized industry:
               | 
               | https://leela.ai
               | 
               | And I don't think "NVR" is a particularly useful or clear
               | distinction, since it's ambiguous about whether there's
               | an actual camera involved, or if it's just a TiVo digital
               | video recorder.
               | 
               | I also run Home Assistant at home, monitoring several
               | cameras, and Home Assistant's home page and user
               | interface don't use the term "NVR". They just call them
               | "cameras" too, without confusing anyone. The "Category"
               | menu of their integrations page has a "Camera" category,
               | but no "NVR" category. Even their generic "Camera"
               | integration doesn't mention "NVR". Case closed.
               | 
               | https://www.home-assistant.io/integrations?cat=camera
               | 
               | https://www.home-assistant.io/integrations/camera/
               | 
               | What's the big deal that you need to call cameras by an
               | acronym that doesn't even mention that they're cameras?
               | No duh, of course the cameras are on a network, and of
               | course they record, why belabor it with an niche acronym,
               | then refuse to spell out what the letters mean?
               | 
               | For the same reason, I don't call databases "NDRs" and
               | then refuse to spell out that I mean "Network Data
               | Recorders". They're just "databases", no need for
               | confusing acronyms.
        
               | CamperBob2 wrote:
               | _I don't believe video professional equates to security
               | professional._
               | 
               | Just stop. You're wrong, you're defending an indefensible
               | point, and even if you "win," there's no upside for you.
               | 
               | Signed, someone else who's interested in this field and
               | in Frigate in particular, and who had no idea what "NVR"
               | stood for.
        
         | infecto wrote:
         | Disagree. I would expect 90% or more of the folks coming to
         | Frigate would know what an NVR is. Would be nice to define all
         | things definitely but NVR seems table stakes knowledge to even
         | consider using Frigate.
        
           | Workaccount2 wrote:
           | 100% of people coming to frigate can read "networked video
           | recorder".
        
             | infecto wrote:
             | So what? Like I said it does not hurt to define but at the
             | same time if you don't know what NVR stands for, Frigate is
             | not for you. It's like reading an equity research paper and
             | complaining EPS is not defined. Some things just don't need
             | to be defined and if you don't know, you most likely are
             | not the target audience.
        
               | DonHopkins wrote:
               | What is your motivation and justification for alienating
               | 10% of your users? You're the one claiming that 90% of
               | users know the term, as if that was an argument FOR
               | leaving out the definition. But that means 10% do NOT
               | understand the definition. So why do you have so much
               | contempt for 10% of the potential users, that you want to
               | actively confuse them by not defining terms? What is the
               | UPSIDE of driving 10% of the potential users away? Does
               | it make you happy to exclude 10% of people not in your
               | clique for some bizarre reason, so it's worth cutting off
               | your nose to spite your face?
        
               | infecto wrote:
               | You've really taken a mild disagreement and spun it into
               | some moral crusade against user inclusivity. No one is
               | "alienating" users or acting out of "contempt"... I made
               | a simple point that, for a niche technical project like
               | Frigate, it's reasonable to assume some baseline domain
               | knowledge.
               | 
               | If someone doesn't know what an NVR is, they're likely
               | not ready to deploy a self-hosted AI-powered video
               | surveillance system. That's not exclusionary and it's
               | just reality. Let's not pretend a missing acronym
               | definition is the same as slamming a door in someone's
               | face.
               | 
               | I am sorry expressing an opinion offended you.
        
           | joevandyk wrote:
           | I'm exactly the target market for this, I've been looking at
           | using Frigate for the past month, and I've done a ton of
           | research.
           | 
           | I did not know what "NVR" meant prior to reading the OP.
        
           | DonHopkins wrote:
           | Why would you NOT want them to define NVR on their web page?
           | What purpose does that serve, how does leaving out
           | definitions tangibly make the web site better?
           | 
           | Is your internet connection so slow that a couple dozen more
           | characters on a web page would take too long to download, and
           | that destroys your user experience?
        
             | infecto wrote:
             | Just to be clear, my comment was in response to someone
             | saying Frigate should define NVR. I'm not against clarity,
             | but for a tool like this, it's fair to assume users know
             | the basics. No need to get weirdly condescending about a
             | simple disagreement.
        
         | some_random wrote:
         | Assuming visitors know what NVR stands for seems like a
         | perfectly reasonable assumption, but even if they don't I think
         | there's enough context for someone to still understand what
         | Frigate is.
        
       | neuroelectron wrote:
       | The new style of "Open source;" I wonder what kind of fun secrets
       | are hidden in the model and Coral Accelerator.
       | 
       | Unfortunately, the USB Accelerator is very hard to buy even at 3x
       | retail.
        
         | noveltyaccount wrote:
         | You dont necessarily need the Coral device. I'm running frigate
         | on an Intel N200 CPU with one camera, it uses OpenVINO for GPU
         | accelerated detection, and consumes about 10% CPU.
        
       | bilsbie wrote:
       | Side note. I'm surprised we're not doing more with LLMs as far as
       | image and video processing. We now have some level of imaging
       | understanding in a box (and some common sense). Seems like there
       | would be millions of possibilities.
       | 
       | Is manufacturing using it for anything? More security
       | applications?
        
       | not_that_d wrote:
       | The title is misleading, you get that "full local" just with the
       | default install and model. And the default model sucks, for
       | example this is a "person alert": https://imgur.com/a/uDCCTjr,
       | this is just funny https://imgur.com/a/pP4ZvQI
       | 
       | I have a love/hate relation with Frigate, I use it since 2 years
       | but since the business model of the developer is provide a "good
       | model" using a custom one is not possible (at least not in a easy
       | ways AFAIK).
       | 
       | I use my cameras to track a family member with a medical
       | condition, this is why I do not feel confortable uploading those
       | image to the "Frigate+" service to eventually get better
       | training.
        
         | queuep wrote:
         | Frigate, Doubletake + Compreface is 100% local
        
           | swores wrote:
           | Person you're replying to mentioned Frigate+ which is the
           | paid subscription option offering the ability to upload
           | images to their servers in order to further train the models
           | to get better accuracy, so no longer 100% local.
           | 
           | Maybe you're suggesting that using two additional tools in
           | combination with the free version of Frigate brings its
           | quality up on par with that of an extra-trained Frigate+? If
           | that's so it would be great if you could say that and
           | elaborate how so / why, rather than just dropping in some new
           | tool names and no explanation as to how/if they address GP's
           | points. (Thanks in advance if you do come back and explain.)
           | 
           | Edit: I just looked into Doubletake + Compreface, seems
           | they're both facial recognition tools, so using them wouldn't
           | overcome the problem GP commenter reported that Frigate
           | without Frigate+'s additional training doesn't do a good
           | enough job of general object tagging for them?
        
         | swores wrote:
         | I'm probably being dense here, but could you please explain
         | your first image link? Assuming you didn't accidentally link
         | the wrong image, I'm struggling to see how even a not-very-good
         | model would think that's a person, and it doesn't look like a
         | security camera screenshot like your second image does.
        
           | not_that_d wrote:
           | Is not the wrong image. I got a notification (thru Home
           | Assistant) because Frigate detected that group of toy horses
           | as a person. I tried to find the image where the box is
           | visible but only found that preview.
           | 
           | Edit: I found a better place to make an screenshot
           | https://imgur.com/a/5qpDWia There you can see the event
           | marked as "Person"
        
       | xyst wrote:
       | I don't get the appeal or desire of a 24/7/365 perimeter camera
       | system on a _personal_ home. Society has truly gone downhill if
       | individual homeowners need surveillance tech to appease their own
       | fears in a _suburb_.
       | 
       | At most, I would really only need a front door video camera that
       | acts as a door bell. One of the things I miss most about my older
       | apartment was the keyless entry and ability to virtually answer
       | the door.
        
         | nsteel wrote:
         | How far out of a major city would I need to live for my fears
         | to become rational and my lust for surveillance to be
         | justified, in your opinion? Beyond the wall?
        
       | 93po wrote:
       | Is this capable of doing something, like, telling if someone is
       | standing in a bathroom? Is it capable of determining if they're
       | specifically in the shower? It sounds like this is based on weird
       | snooping goals but it's just the example that comes to mind in
       | terms of its ability to tag whats happening in video/image.
        
       | mysteria wrote:
       | This is worth mentioning but a GPU or TPU is not required if you
       | have a small number of cameras and set up your detection zones
       | right. I use a low resolution/framerate MJPEG substream for
       | detection to reduce the amount of decoder effort and use h264
       | only for recording and viewing. Openvino is the recommended
       | choice for CPU recognition and it's much faster than the default
       | Tensorflow detector.
       | 
       | It only uses around 20% CPU on a 6 core VM (running on a Ivy
       | Bridge Xeon) with two cameras.
        
       | jmuguy wrote:
       | Related to this, I use this script to setup a live stream of my
       | cameras on a debian system connected to a little monitor
       | 
       | https://gist.github.com/neontuna/d1ba0c771aa89c42910f21c0aae...
       | 
       | I didn't like having to fire up some NVR software just to get the
       | camera live stream, and you're locked into whatever options that
       | software might have. With ffmpeg you can do some cool stuff with
       | filters.
        
       | 404human wrote:
       | Two years with Frigate and zero regrets--local is the way to go!
        
       | nirav72 wrote:
       | Frigate has been great for me. Been using it for couple of years
       | in a Unraid server with 8 cameras connected. Mix of Eufy and Tapo
       | cameras. Only downside is that it doesn't have a IOS/Android
       | application yet. So for now, I just use the frigate web UI as PWA
       | on IOS. Then access it on my local network via VPN once I receive
       | a notification.
        
       | vanillax wrote:
       | Echoing what most users have said, running frigate last 4 years.
       | Early adopter. Cool thing is you can technically run webrtc from
       | nest webcams via HA into Frigate. I run frigate without Home
       | Assistant, but recently added home assistant back so I can pipe
       | webRTC thru HA plugin to frigate. Now I dont need to pay for nest
       | aware.
        
       | TuringNYC wrote:
       | What is the best outdoor wifi camera (ideally with a solar panel,
       | so no wires) that works with Frigate. I see Tapo and Eufy
       | mentioned in the comments, but do folks here have favorites?
       | 
       | I'm looking for outdoor + wireless, primarily for wildlife
       | watching.
        
       | mmmBacon wrote:
       | This is cool and it amazes me how the "big" home security
       | companies don't have this. My Ring cameras false detect all the
       | time. The front will detect the flag as a person when it blows in
       | the wind. The rear gets triggered by the pool robot skimmer. As
       | much as I'd love to try this, I don't have the time. It would be
       | great though if it was built into something I could buy.
        
       | Rhubarrbb wrote:
       | Frigate has been an overweight nightmare for me to work with.
       | Trying to detect wildlife that are not in their classification
       | models is basically impossible. I've been better off using motion
       | / motioneye for a lightweight and practical approach
        
         | noefingway wrote:
         | yeah - i've been using it for several years. it's got some
         | issues: fails to detect cars and trucks at night (apparently it
         | doesn't know what to do with the moving headlights); also
         | frequently fails to detect me walking past the camera with my 4
         | small dogs on our morning walk; confuses farm equipment for
         | cars and continues to record even when the object is
         | stationary. still it's better than most of the other software
         | i've tried.
        
       | Rooster61 wrote:
       | +1 to using Frigate. I've had it running on my home server for a
       | couple of years and it has served us very well. Detect is running
       | on an old GTX 960 I had laying around, and it works a charm
       | (though I'll probably run out of legroom once I bring up more
       | cameras).
       | 
       | One of the big advantages is that I can pick and choose which
       | camera I use, and then segment it off on it's own firewalled VLAN
       | so it's only talking to my server applications. That lets me know
       | that its not phoning home, and I can run PoE cameras that are
       | immune to wifi jammers.
       | 
       | The idea that the surroundings of my house aren't being beamed
       | straight into an Amazon datacenter somewhere is particularly
       | satisfying.
        
       | HocusLocus wrote:
       | Go long on Furry Costumes!
        
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