4D-OR
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Operating Room Violation Scenario Knowledge Classification | 4D-OR Expert-Authored Challenge Subset | Common Classification Score95.86 | 10 | |
| Scene Graph Generation | 4D-OR (test) | Macro F10.91 | 10 | |
| Role Prediction | 4D-OR | Macro F192 | 8 | |
| Eye detection | 4D-OR dataset of simulated surgeries | Precision83.71 | 6 | |
| Face detection | 4D-OR simulated surgeries | Precision82.91 | 6 | |
| Surgical phase recognition | 4D-OR | Macro F199 | 4 | |
| Whole body detection | 4D-OR dataset of simulated surgeries | Precision91.75 | 4 | |
| Location-Free Scene Graph Generation | 4D-OR | Precision89 | 4 | |
| Panoptic Segmentation | 4D-OR | PQ (1 frame)68.08 | 3 |
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