[HN Gopher] Show HN: Moonshine - open-source, pretrained ML mode...
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Show HN: Moonshine - open-source, pretrained ML models for
satellite
Hey HackerNews, Today I'd like to share my open source project,
Moonshine! Pretrained vision models are a popular way to reduce
how much data you need and to speed up training, but for remote
sensing (i.e. aerial, satellite) it can be a challenge to find good
weights. Why use Moonshine? 1. Pretrained on multispectral data:
Existing popular CV packages are nice to use but are trained on
ImageNet or similar, meaning that not only is the domain of the
pretraining different, but you may be restricted to only 3
channels. For remote sensing platforms with multispectral data,
this might be a non-starter. Moonshine includes models specifically
trained for your remote sensing problems. 2. Focus on usability:
There are academic releases of specialized models that do support
remote sensing data, but often they are difficult to use. They
might be hard to install, and often are supported by a grad student
who is more focused on publication than software. A core tenant of
Moonshine is that it should be easy to use. I've been working on
this project for nearly a year now and I'm really excited to show
it off and most importantly get feedback! I have big plans for what
to build in the future, but this set of features was the smallest
one I could think of that would provide some value. Docs:
https://moonshineai.readthedocs.io/en/latest/index.html Github:
https://github.com/moonshinelabs-ai/moonshine
Author : nharada
Score : 29 points
Date : 2023-03-22 14:18 UTC (8 hours ago)
(HTM) web link (moonshineai.readthedocs.io)
(TXT) w3m dump (moonshineai.readthedocs.io)
| mistrial9 wrote:
| How can this get to World Wildlife Fund and other non-specialists
| doing environmental work ? add new publicity (check!) .. other
| ways?
| nharada wrote:
| That's a great question -- I'd really love to get this in the
| hands of people doing good and necessary work on shoe-string
| budgets. Non-profits, university researchers, climate modeling,
| etc.
|
| If you're in one of those areas, I have a Slack[1] that you can
| join to get help or ask questions. You can also just email me
| if you'd like at nate[at]moonshinelabs.ai and I'd love to talk!
|
| [1]
| https://join.slack.com/t/moonshinecommunity/shared_invite/zt...
| tectonic wrote:
| You should definitely submit this to
| https://github.com/orbitalindex/awesome-space#earth!
| nharada wrote:
| Good idea! I made a pull request. Really cool list of
| resources!
| zecken wrote:
| Wow this seems really useful! Is it bad the first thing I think
| when I see this is how a nefarious government can use it with bad
| intentions?
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