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Add training pipeline for AE CNN models#5

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gc9591 wants to merge 1 commit into
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garrett_dev
Open

Add training pipeline for AE CNN models#5
gc9591 wants to merge 1 commit into
mainfrom
garrett_dev

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@gc9591

@gc9591 gc9591 commented Jun 27, 2026

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  • Implemented step 0a to compute spectrograms from raw HDF5 signals and save as multichannel TIFFs.
  • Created step 1 to generate semantic labels using a trained model.
  • Developed step 1a (alternative) to generate semantic labels from pre-computed spectrograms.
  • Added step 2a to create COCO dataset from semantic labels.
  • Implemented step 2b to convert COCO dataset to YOLO format.
  • Established step 3 for training Faster R-CNN and Mask R-CNN models.
  • Added training scripts for YOLOv8 detection and segmentation.
  • Created step 4 for saving model checkpoints.
  • Introduced necessary utility functions and configurations for dataset handling and model training.

- Implemented step 0a to compute spectrograms from raw HDF5 signals and save as multichannel TIFFs.
- Created step 1 to generate semantic labels using a trained model.
- Developed step 1a (alternative) to generate semantic labels from pre-computed spectrograms.
- Added step 2a to create COCO dataset from semantic labels.
- Implemented step 2b to convert COCO dataset to YOLO format.
- Established step 3 for training Faster R-CNN and Mask R-CNN models.
- Added training scripts for YOLOv8 detection and segmentation.
- Created step 4 for saving model checkpoints.
- Introduced necessary utility functions and configurations for dataset handling and model training.
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