weecology/DeepForest

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Python Package for Airborne RGB machine learning

Stars: 774
Forks: 265
Open beginner issues: 0
Indexed issues: 77

Dominant language: Python
License: MIT
Last GitHub push: Aug 30, 2026
Latest indexed: Sep 20, 2026
Contributing guide: Contributing guide
Code of conduct: No code of conduct
Beginner labels: good first issue help wanted
PR merge metrics: No merged PRs in 30d

Beginner friendly Everything

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77 open issues indexed

multi-gpu ddp fails if any one rank has all empty validation. Open

Difficulty 3/5 1-2 days Newbie friendliness 74/100

weecology/DeepForest#1407 · 1 comment · Opened Jul 8, 2026
Bug: Hugging face credential error Open

Difficulty 3/5 1-2 days Newbie friendliness 45/100

weecology/DeepForest#1401 · 5 comments · Opened Jul 1, 2026
Can we add a print statement to let users know about validate coordinates? Open

weecology/DeepForest#1394 · 2 comments · 1 assignee · Opened May 24, 2026
Prediction failed: Out-of-memory dataset is selected, Open

weecology/DeepForest#1392 · 6 comments · 1 assignee · Opened May 14, 2026
predict_image fails on CUDA: input tensor not moved to model device Open

Difficulty 2/5 1-3 hours Newbie friendliness 76/100

weecology/DeepForest#1390 · Opened May 13, 2026
Better documentations of checkpoints Open

Difficulty 2/5 1-3 hours Newbie friendliness 48/100

weecology/DeepForest#1380 · 1 comment · Opened Apr 20, 2026
Feature: add synchronous `download_naip_from_polygon()` wrapper to download.py Open

Difficulty 3/5 1-2 days Newbie friendliness 65/100

weecology/DeepForest#1355 · 4 comments · Opened Mar 17, 2026
Install issue on OSX - tries for python 3.14 Open

installation

weecology/DeepForest#1353 · 2 comments · 1 assignee · Opened Mar 14, 2026
Cluster box features to help choose images to annotate Open

Feature Request Ideas for Machine Learning! To be documented

Difficulty 5/5 Over a week Newbie friendliness 32/100

weecology/DeepForest#1351 · 4 comments · Opened Mar 12, 2026
Performance: Dense `O(n×m)` IoU matrices cause excessive memory usage for large-scale evaluations Open

weecology/DeepForest#1345 · 10 comments · 1 assignee · Opened Mar 7, 2026
Add to docs video examples of GeoAI SAM3 plugin and export to coco to load into a deepforest model. Open

weecology/DeepForest#1288 · 1 comment · 1 assignee · Opened Jan 28, 2026
`utilities.read_file` raises `KeyError: 'segmentation'` when loading valid COCO bbox annotations with `segmentation` Open

Feature Request in progress

weecology/DeepForest#1281 · 8 comments · 1 assignee · Opened Jan 23, 2026
Tracking model performance with confidence threshold Open

weecology/DeepForest#1279 · 3 comments · 1 assignee · Opened Jan 22, 2026
Add test to cover more models Open

Difficulty 3/5 1-2 days Newbie friendliness 35/100

weecology/DeepForest#1276 · Opened Jan 20, 2026
PadIfNeeded augmentation is poorly named. It crops as well as pads. Open

good first issue

Difficulty 3/5 1-2 days Newbie friendliness 58/100

weecology/DeepForest#1274 · 5 comments · Opened Jan 19, 2026
Add tests to cover multi-gpu training Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

weecology/DeepForest#1273 · Opened Jan 19, 2026
Consider replacing DeformableDetr with AutoModelForObjectDetection Open

weecology/DeepForest#1260 · 1 comment · 1 assignee · Opened Jan 11, 2026
Scheduler inconsistencies in config Open

weecology/DeepForest#1258 · 1 comment · 1 assignee · Opened Jan 10, 2026
GSoC 2026 Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

weecology/DeepForest#1251 · 14 comments · Opened Dec 28, 2025
Validate annotations takes a very long time for large datasets. Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

weecology/DeepForest#1244 · 2 comments · Opened Dec 19, 2025
How should I list the augmentations in the config. Open

Difficulty 3/5 1-2 days Newbie friendliness 30/100

weecology/DeepForest#1234 · 1 comment · Opened Dec 17, 2025
Assert the outputs of sample data Open

Difficulty 3/5 1-2 days Newbie friendliness 55/100

weecology/DeepForest#1233 · 1 comment · Opened Dec 17, 2025
Use API key for HF in tests Open

weecology/DeepForest#1184 · 1 reaction · 1 assignee · Opened Oct 23, 2025
Integrate DeepForest outputs with SurveyScope Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

weecology/DeepForest#1176 · 1 comment · Opened Oct 22, 2025
Integrate data viz using spotlight Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

weecology/DeepForest#1172 · 7 comments · Opened Oct 17, 2025
Add MacOS github actions runner to test architecture-specific install Open

weecology/DeepForest#1160 · 1 assignee · Opened Oct 2, 2025
Make sure all associate tools move to python minimum 3.11 Open

weecology/DeepForest#1151 · 1 comment · 1 assignee · Opened Sep 25, 2025
Are we getting off of conda? Open

weecology/DeepForest#1114 · 3 comments · 1 assignee · Opened Aug 28, 2025
Add empty box parser inside utilities.format_geometry Open

weecology/DeepForest#1101 · 1 reaction · 1 assignee · Opened Aug 18, 2025
Add an active learning module for deepforest Open

Difficulty 5/5 Over a week Newbie friendliness 20/100

weecology/DeepForest#1068 · 1 comment · Opened Jun 9, 2025
Auto log a few images from train and val dataset to self.log Open

good first issue

Difficulty 4/5 3-5 days Newbie friendliness 55/100

weecology/DeepForest#1064 · 3 comments · Opened Jun 9, 2025
Compare tiling strategies for predict tile Open

Difficulty 5/5 Over a week Newbie friendliness 30/100

weecology/DeepForest#1053 · 3 comments · Opened May 7, 2025
Auto-distill for training small models from the foundation models Open

Ideas for Machine Learning!

Difficulty 5/5 Over a week Newbie friendliness 25/100

weecology/DeepForest#1039 · Opened Apr 23, 2025
sam2 for object tracking after deepforest prediction. Open

Google Summer of Code Ideas for Machine Learning!

Difficulty 5/5 Over a week Newbie friendliness 25/100

weecology/DeepForest#1038 · Opened Apr 23, 2025
Update citation_count.json independently and on a schedule Open

weecology/DeepForest#1012 · 3 comments · 1 reaction · 1 assignee · Opened Apr 3, 2025
Fix 'Working with deepforest data' docs page Open

good first issue

Difficulty 3/5 1-2 days Newbie friendliness 48/100

weecology/DeepForest#999 · 5 comments · Opened Apr 1, 2025
Improve deepforest.utilities.read_file for reading a .shp that doesn't have a image_path column Open

good first issue

weecology/DeepForest#997 · 1 comment · 1 assignee · Opened Apr 1, 2025
EarlyStop and Model Checkpoint do not train or log anythings. Open

weecology/DeepForest#938 · 1 assignee · Opened Feb 26, 2025
Implement suggestions from huggingface Open

good first issue

Difficulty 5/5 Over a week Newbie friendliness 30/100

weecology/DeepForest#937 · 3 comments · Opened Feb 26, 2025
Sanity checking in the preprocess.split_raster Open

Difficulty 3/5 1-2 days Newbie friendliness 45/100

weecology/DeepForest#909 · Opened Feb 4, 2025
Eliminate the custom eval code Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

weecology/DeepForest#901 · 6 comments · Opened Jan 27, 2025
Explore bioclip for crop model backbone Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

weecology/DeepForest#899 · Opened Jan 24, 2025
Add seperate config for predict batch size and train batch size. Open

good first issue

Difficulty 3/5 1-2 days Newbie friendliness 68/100

weecology/DeepForest#889 · 5 comments · Opened Jan 16, 2025
The huggingface demo default color boxes are hard to see. Orange is too light, thicker and blue? Open

demo

Difficulty 2/5 1-3 hours Newbie friendliness 25/100

weecology/DeepForest#865 · Opened Dec 26, 2024
Don't run on_validation_epoch_end() during sanity checking if val-accuracy-interval is greater than max epochs. Open

API good first issue

Difficulty 3/5 1-2 days Newbie friendliness 35/100

weecology/DeepForest#859 · 5 comments · Opened Dec 17, 2024
Avoid a 2nd forward pass during validation step Open

API Feature Request Performance

Difficulty 4/5 3-5 days Newbie friendliness 48/100

weecology/DeepForest#857 · 6 comments · Opened Dec 17, 2024
Training fails if no bounding boxes remain in patch after affine transformation Open

API Feature Request

Difficulty 3/5 1-2 days Newbie friendliness 45/100

weecology/DeepForest#844 · 2 comments · Opened Dec 4, 2024
geo_to_image_coordinates output still needs manual processing before it is ready to be used as annotations input Open

API bug

weecology/DeepForest#835 · 1 comment · 1 assignee · Opened Nov 12, 2024
Can't we do better than destroy the entire classification head when the annotations don't match? Open

Ideas for Machine Learning!

Difficulty 5/5 Over a week Newbie friendliness 25/100

weecology/DeepForest#798 · Opened Oct 1, 2024
main.deepforest.predict_file should be able to take in a dataframe, not just a csv file. Open

API good first issue

Difficulty 3/5 1-2 days Newbie friendliness 68/100

weecology/DeepForest#797 · 6 comments · Opened Sep 30, 2024

weecology/DeepForest

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