Surgical Scene Understanding on StrasBypass70
71.6Phase AccuracyMoco
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MocoPre-training Dataset=SVL (V), %shot=100, Protocol=Linear Probing2024.09 | 71.6 | 58.1 | |
| PeskaVLPPre-training Dataset=SVL (VL), %shot=100, Protocol=Linear Probing2024.09 | 71.4 | 59.5 | |
| HecVLPre-training Dataset=SVL (L), %shot=100, Protocol=Linear Probing2024.09 | 69.8 | 54.9 | |
| CLIPPre-training Dataset=SVL (L), %shot=100, Protocol=Linear Probing2024.09 | 69.1 | 55.7 | |
| MocoPre-training Dataset=Cholec80 (V), %shot=100, Protocol=Linear Probing2024.09 | 67.8 | 55.4 | |
| ImageNetPre-training Dataset=ImageNet (V), %shot=100, Protocol=Linear Probing2024.09 | 66.2 | 53.6 | |
| SurgVLPPre-training Dataset=SVL (L), %shot=100, Protocol=Linear Probing2024.09 | 65.8 | 50 | |
| CLIPPre-training Dataset=NA (L), %shot=100, Protocol=Linear Probing2024.09 | 65.4 | 50.6 | |
| PeskaVLPPre-training Dataset=SVL (VL), %shot=10, Protocol=Linear Probing2024.09 | 63.8 | 50.4 | |
| MocoPre-training Dataset=SVL (V), %shot=10, Protocol=Linear Probing2024.09 | 63.1 | 49.3 | |
| HecVLPre-training Dataset=SVL (L), %shot=10, Protocol=Linear Probing2024.09 | 60.2 | 46.8 | |
| CLIPPre-training Dataset=SVL (L), %shot=10, Protocol=Linear Probing2024.09 | 58.2 | 45.2 | |
| MocoPre-training Dataset=Cholec80 (V), %shot=10, Protocol=Linear Probing2024.09 | 58.1 | 45.2 | |
| SurgVLPPre-training Dataset=SVL (L), %shot=10, Protocol=Linear Probing2024.09 | 57 | 44 | |
| CLIPPre-training Dataset=NA (L), %shot=10, Protocol=Linear Probing2024.09 | 54.3 | 42.1 | |
| ImageNetPre-training Dataset=ImageNet (V), %shot=10, Protocol=Linear Probing2024.09 | 53.3 | 42.1 |