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Integrate DeepForest tree crown and bird detector model #79

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holmbergius opened this issue May 29, 2024 · 2 comments
Open

Integrate DeepForest tree crown and bird detector model #79

holmbergius opened this issue May 29, 2024 · 2 comments
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enhancement New feature or request

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@holmbergius
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Is your feature request related to a problem? Please describe.
Scout could have a clear application in tree crown detection/counting and species and condition labeling (e.g., dead) as well as bird counts. Integrating the Deep Forest tree crown detector and bird detector would open up new avenues of use, and these models already exist and are compatible.

https://deepforest.readthedocs.io/en/latest/landing.html

Describe the solution you'd like
I would like DeepForest's tree crown and bird detectors to be assignable models in the Scout Task creation interface.

image

Describe alternatives you've considered
DeepForest is the current state-of-the-art in general tree crown detection.

@holmbergius holmbergius changed the title Integrate DeepForest tree canopy and bird detector model Integrate DeepForest tree crown and bird detector model May 29, 2024
@TanyaStere42 TanyaStere42 added the enhancement New feature or request label Jun 1, 2024
@TanyaStere42
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@LashaO Do we have any documentation around adding additional models to Scout, or is this a from-scratch effort?

@LashaO
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LashaO commented Jun 1, 2024

@TanyaStere42 This commit would be the best demo of adding a new model: WildMeOrg/scoutbot@ebf48c7

This would work seamlessly for models trained through our most recent pipeline: https://github.com/WildMeOrg/scoutbot/tree/main/scripts/train-pipeline-v3

Other models, like Deepforest, will require more tailoring. This is not a from-scratch effort as there is intersect between our approach and Deepforest's, but not plug-and-play either.

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