Surgical Scene Understanding on Cholec80
73.4Phase AccuracyMoco
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MocoPre-training Dataset=Cholec80 (V), %shot=100, Protocol=Linear Probing2024.09 | 73.4 | 62.8 | |
| PeskaVLPPre-training Dataset=SVL (VL), %shot=100, Protocol=Linear Probing2024.09 | 69.9 | 59.8 | |
| MocoPre-training Dataset=Cholec80 (V), %shot=10, Protocol=Linear Probing2024.09 | 69.6 | 56.9 | |
| MocoPre-training Dataset=SVL (V), %shot=100, Protocol=Linear Probing2024.09 | 68.2 | 55.8 | |
| ImageNetPre-training Dataset=ImageNet (V), %shot=100, Protocol=Linear Probing2024.09 | 66.4 | 54.9 | |
| HecVLPre-training Dataset=SVL (L), %shot=100, Protocol=Linear Probing2024.09 | 66 | 53.2 | |
| CLIPPre-training Dataset=SVL (L), %shot=100, Protocol=Linear Probing2024.09 | 64.9 | 55 | |
| CLIPPre-training Dataset=NA (L), %shot=100, Protocol=Linear Probing2024.09 | 64.8 | 50.7 | |
| SurgVLPPre-training Dataset=SVL (L), %shot=100, Protocol=Linear Probing2024.09 | 63.5 | 50.3 | |
| PeskaVLPPre-training Dataset=SVL (VL), %shot=10, Protocol=Linear Probing2024.09 | 61.9 | 50.6 | |
| CLIPPre-training Dataset=SVL (L), %shot=10, Protocol=Linear Probing2024.09 | 58.9 | 42.3 | |
| MocoPre-training Dataset=SVL (V), %shot=10, Protocol=Linear Probing2024.09 | 57.6 | 43.5 | |
| CLIPPre-training Dataset=NA (L), %shot=10, Protocol=Linear Probing2024.09 | 57.5 | 40 | |
| ImageNetPre-training Dataset=ImageNet (V), %shot=10, Protocol=Linear Probing2024.09 | 57.4 | 42.3 | |
| HecVLPre-training Dataset=SVL (L), %shot=10, Protocol=Linear Probing2024.09 | 56.1 | 40.3 | |
| SurgVLPPre-training Dataset=SVL (L), %shot=10, Protocol=Linear Probing2024.09 | 55 | 39.9 |