Cholec80
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Surgical Phase Recognition | Cholec80 | Top-1 Accuracy92.7 | 65 | |
| Phase recognition | Cholec80 (test) | F1 Score0.874 | 29 | |
| Surgical Phase Recognition | Cholec80 (test) | Precision86.89 | 28 | |
| Skill assessment | Cholec80 CVS | mAP0.3856 | 26 | |
| Phase recognition | Cholec80 | Acc92.2 | 17 | |
| Surgical Scene Understanding | Cholec80 | Phase Accuracy73.4 | 16 | |
| Tool Presence Detection | Cholec80 (test) | AP (Bipolar)95.6 | 14 | |
| Image Dehazing | Cholec80-Haze 1 (test) | NIQE3.1 | 10 | |
| Surgical Video Generation | Cholec80 (test) | FVD276.2 | 10 | |
| Action Segmentation | Cholec80 (video-by-video) | Accuracy95.43 | 9 | |
| Highlight Removal | Cholec80 | LSR0.316 | 8 | |
| Pixel-matching | Cholec80 | Eep61.2 | 8 | |
| Video Synthesis | Cholec80 (test) | FVD457.3 | 7 | |
| Spatial Localization | Cholec80 (test) | Grasper54.5 | 7 | |
| Motion Tracking | Cholec80 (test) | MOTP (Theta=0.3)59 | 7 | |
| Semantic Segmentation | Cholec80 | mDICE67.4 | 6 | |
| Instance Segmentation | Cholec80 (val) | AP5087.73 | 6 | |
| Semantic Segmentation | Cholec80 (val) | IoU (C)82.08 | 6 | |
| Annotation Error Detection | Cholec80 Mislabeled (test) | EDA85.9 | 6 | |
| Scene Graph Alignment | Cholec80 (test) | BB IoU88.7 | 5 | |
| Surgical Workflow Analysis | Cholec80 (test) | Speed (fps)119.08 | 4 | |
| Surgical Phase Recognition | Cholec80 (five-fold cross-validation) | Accuracy82.6 | 4 | |
| Surgical Phase Recognition | Cholec80 | Top-5 Overall Accuracy70.35 | 4 | |
| Surgical Skill Assessment | Cholec80 | Precision88 | 4 | |
| Video Summarization | Cholec80 | BERTScore87.33 | 3 |
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