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hysterectomy-coach

1. training end to end

python classification_train.py --csv_train ds_train_train.csv --csv_valid ds_train_test.csv --csv_test ds_test.csv --class_column tag --epochs 250 --out /output/ --mount_point /data/ --num_frames 30 --batch_size 10

3. prediction

python classification_predict.py --csv ds_test.csv --class_column tag --model end_end.ckpt --out output/ --mount_point /data/ --num_frames 30 

4. evaluation

python eval_classification.py --csv test_prediction.csv --csv_tag_column class

5. Grad-Cam prediction

python grad_cam_fullvid.py --csv test_prediction.csv --model end_end.ckpt  --num_frames 30  --mount_point /data/ --class_column tag --out  /out/ --batch_size 1 --fps 30

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  • Jupyter Notebook 92.3%
  • Python 7.7%