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RolnickLab / ami-ml

Software, algorithms and documentation related to the Automated Monitoring of Insects using deep learning and other machine learning methods.
MIT License
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Rare species find #19

Open adityajain07 opened 1 month ago

adityajain07 commented 1 month ago

Given an image of a moth, find that species if available in camera trap data through feature matching.

adityajain07 commented 1 month ago

@mihow This can be a feature on the ADP wherein a user can upload an image of a moth and we can return potential camera trap images containing that moth. This could be great for use cases like finding rare or invasive species detection.

mihow commented 1 month ago

I’m love it. Let’s do it!

On Mon, Jun 10, 2024 at 9:06 AM Aditya Jain @.***> wrote:

@mihow https://github.com/mihow This can be a feature on the ADP wherein a user can upload an image of a moth and we can return potential camera trap images containing that moth. This could be great for use cases like finding rare or invasive species detection.

— Reply to this email directly, view it on GitHub https://github.com/RolnickLab/ami-ml/issues/19#issuecomment-2158767530, or unsubscribe https://github.com/notifications/unsubscribe-auth/AABGTX4SBJIHF6FUII4XHYLZGXFGRAVCNFSM6AAAAABI6ZQSDCVHI2DSMVQWIX3LMV43OSLTON2WKQ3PNVWWK3TUHMZDCNJYG43DONJTGA . You are receiving this because you were mentioned.Message ID: @.***>

adityajain07 commented 1 month ago

Perfect!

adityajain07 commented 1 month ago

Started writing the code framework.

joseepoirier commented 1 month ago

@adityajain07 Will you break up this issue into more issues, or have multiple tasks within this issue? I would recommend the former.

adityajain07 commented 1 month ago

Sure! Here it is:

  1. Fetch raw trap images using ADP API
  2. Localization, binary and fine-grained inference code (will require aggregating earlier code in src)
  3. A basic similarity feature matching algorithm