This pull requests makes some small updates and bug fixes:
Addresses #2703 to deal with NaNs when logging images to WandB
The issue comes from NaNs being converted to integers
With torchvision>=0.18, we can use a visibility flag. I think that's too restrictive for now, added a comment and we can pin torchvision in the future.
Tests were added to ensure this works.
Addresses #2733 for modified project configuration filenames
This is for consistency in the codebase. It is not regular DeepLabCut workflow to have a project configuration file named anything other than config.yaml, and no other method is guaranteed to work.
Fixes a bug when calling create_training_dataset with a non-default detector for multi-animal projects:
detector_type=detector_type, was not passed to create_multianimaltraining_dataset
When calling video inference with cropping=True, updates the metadata for the predictions correctly:
So the keypoints are displayed correctly when calling create_labeled_video and analysis is correct
PAF predictor - Fixes a bug when there are no detections
The assembler returns None instead of an empty list when no assemblies are found
This deals with it by checking that the assemblies aren't None
Heatmap target generation - Fixes a bug where gradients might be masked if there is missing data
also adds gradient masking configuration to the configuration files
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This pull requests makes some small updates and bug fixes:
Addresses #2703 to deal with NaNs when logging images to WandB
Addresses #2733 for modified project configuration filenames
Fixes a bug when calling create_training_dataset with a non-default detector for multi-animal projects:
When calling video inference with cropping=True, updates the metadata for the predictions correctly:
PAF predictor - Fixes a bug when there are no detections
Heatmap target generation - Fixes a bug where gradients might be masked if there is missing data