Phase Recognition on Cholec80
92.2AccEndoNet-GTbin
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| EndoNet-GTbinTemporal refinement=HHMM, Ground Truth tool information=true2016.02 | 92.2 | 85.7 | 89.1 | — | — | |
| EndoNetTemporal refinement=HHMM2016.02 | 92 | 84.8 | 88.3 | — | — | |
| PhaseNetTemporal refinement=HHMM2016.02 | 89.1 | 82.5 | 86.6 | — | — | |
| EndoNet-GTbinTemporal refinement=HHMM, Ground Truth tool information=true2016.02 | 81.9 | 75.1 | 80 | — | — | |
| EndoNetTemporal refinement=HHMM2016.02 | 81.7 | 73.7 | 79.6 | — | — | |
| Surg-R12026.03 | 80.9 | — | — | — | — | |
| PhaseNetTemporal refinement=HHMM2016.02 | 78.8 | 71.3 | 76.6 | — | — | |
| SurgVLM-72Bsampling_rate=1 fpm2026.06 | 76.4 | — | 70.8 | — | 66 | |
| AlexNetTemporal refinement=HHMM2016.02 | 76.2 | 70.9 | 73.3 | — | — | |
| SurgVLM-7Bsampling_rate=1 fpm2026.06 | 70.3 | — | 61.9 | — | 59.8 | |
| Binary toolTemporal refinement=HHMM2016.02 | 69.2 | 68.4 | 75.7 | — | — | |
| AlexNetTemporal refinement=HHMM2016.02 | 67.2 | 60.3 | 65.9 | — | — | |
| SurgAtlas-VLMsampling_rate=1 fpm, number_of_parameters=8B2026.06 | 66.9 | — | 66.8 | — | 73.5 | |
| Handcrafted+CCATemporal refinement=HHMM2016.02 | 61.3 | 54.6 | 57.2 | — | — | |
| Gemini-3.0-Pro2026.03 | 52.35 | — | — | — | — | |
| GPT-5.12026.03 | 49.7 | — | — | — | — | |
| Binary toolTemporal refinement=HHMM2016.02 | 47.5 | 54.5 | 60.2 | — | — | |
| Gemini 2.0 Flashsampling_rate=1 fpm2026.06 | 38.9 | — | 36.8 | — | 40 | |
| Handcrafted+CCATemporal refinement=HHMM2016.02 | 38.2 | 39.4 | 41.5 | — | — | |
| HandcraftedTemporal refinement=HHMM2016.02 | 36.7 | 40.3 | 40 | — | — | |
| GPT-4osampling_rate=1 fpm2026.06 | 36.4 | — | 31 | — | 33 | |
| HandcraftedTemporal refinement=HHMM2016.02 | 32.6 | 31.7 | 38.4 | — | — | |
| Qwen2.5-VL-7Bsampling_rate=1 fpm2026.06 | 30.5 | — | 16.7 | — | 26.2 | |
| InternVL3-8Bsampling_rate=1 fpm2026.06 | 23.9 | — | 15.2 | — | 15.2 | |
| ASOTProtocol=Annotation-free2026.02 | — | — | — | 44.94 | — | |
| CLIP-SVLProtocol=Zero-shot2026.02 | — | — | — | 19.6 | — | |
| Gemini 3.1 Pro2026.03 | — | — | — | 47 | — | |
| GPT-5.12026.03 | — | — | — | 36 | — | |
| HecVLProtocol=Zero-shot2026.02 | — | — | — | 26.3 | — | |
| MIL-NCEProtocol=Zero-shot2026.02 | — | — | — | 7.3 | — | |
| multi-taskMTL setting=multi-task2025.09 | — | 84.83 | — | 75.03 | — | |
| PeskaVLPProtocol=Zero-shot2026.02 | — | — | — | 34.2 | — | |
| Qwen3-VLParameters=8B2026.03 | — | — | — | 17 | — | |
| single-taskMTL setting=single-task2025.09 | — | 83.67 | — | 74.44 | — | |
| SureonVLM2026.03 | — | — | — | 63 | — | |
| SurgVLPProtocol=Zero-shot2026.02 | — | — | — | 24.4 | — | |
| TASOTProtocol=Annotation-free2026.02 | — | — | — | 53.11 | — |