CholecSeg8K
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Semantic Segmentation | CholecSeg8K (test) | Dice Score81.3 | 20 | |
| Temporal Object Tracking | CholecSeg8K | Jaccard Mean65.37 | 14 | |
| Surgical Instrument Segmentation | CholecSeg8k OOD (test) | mIoU92.3 | 12 | |
| Tissue Segmentation | CholecSeg8K corrupted (test) | Precision1.85 | 11 | |
| Interactive Surgical Segmentation | CholecSeg8k OOD (test) | Success Rate99.4 | 9 | |
| System identification | CholecSeg8K cutting | Registration Error (RE)0.146 | 5 | |
| System identification | CholecSeg8K pulling | RE (Error Rate)0.26 | 5 | |
| Referring Video Object Segmentation | CholecSeg8k-IM (unseen test) | Jaccard Score (J)66.92 | 2 |
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