If you convert annotations to YOLO format (one .txt per image with class_id x_center y_center width height normalized), you can run:

In the rapidly evolving field of computer-assisted surgery, the difference between a successful autonomous procedure and a catastrophic failure often comes down to a single question: Where are the tools? m2cai16-tool-locations

Because only 8 unique surgical cases exist, a model might memorize camera angles or surgeon hand positions. : Use aggressive augmentation (elastic deformations, random erase, color jitter) and cross-validation. If you convert annotations to YOLO format (one

M2cai16-tool-locations -

If you convert annotations to YOLO format (one .txt per image with class_id x_center y_center width height normalized), you can run:

In the rapidly evolving field of computer-assisted surgery, the difference between a successful autonomous procedure and a catastrophic failure often comes down to a single question: Where are the tools?

Because only 8 unique surgical cases exist, a model might memorize camera angles or surgeon hand positions. : Use aggressive augmentation (elastic deformations, random erase, color jitter) and cross-validation.