Surgical action triplet recognition on LLS48 (test)
61.38AP_IMIS-DINOv2
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MIS-DINOv2Backbone=ViT-L, Backbone Status=frozen, Training Type=Self-supervised learning pretrained2026.02 | 61.38 | 56.78 | 47.99 | 46.53 | 37.16 | 34.76 | |
| MIS-DINOv2Backbone=ViT-B, Backbone Status=frozen, Training Type=Self-supervised learning pretrained2026.02 | 60.14 | 49.22 | 38.76 | 39.48 | 30.9 | 28.29 | |
| MIS-DINOBackbone=ViT-B, Backbone Status=frozen, Training Type=Self-supervised learning pretrained2026.02 | 57.64 | 45.19 | 36.21 | 35.88 | 30.45 | 28.34 | |
| ZENBackbone=ViT-B, Backbone Status=frozen, Training Type=Existing pretrained2026.02 | 57.1 | 51.63 | 37.69 | 43.23 | 31.61 | 29.24 | |
| SurgeNetBackbone=CAFormer18, Backbone Status=frozen, Training Type=Existing pretrained2026.02 | 48.92 | 36.89 | 29.15 | 30.7 | 24.94 | 23.83 | |
| MIS-MSNBackbone=ViT-B, Backbone Status=frozen, Training Type=Self-supervised learning pretrained2026.02 | 44.19 | 32.38 | 24.04 | 26.23 | 22.06 | 17.42 | |
| ImageNetBackbone=ViT-B, Backbone Status=frozen, Training Type=Existing pretrained2026.02 | 38.15 | 31.14 | 20.36 | 24.1 | 16.36 | 14.15 | |
| PeskaVLPBackbone=ResNet50, Backbone Status=frozen, Training Type=Existing pretrained2026.02 | 37.75 | 32.47 | 23.28 | 26.77 | 16.89 | 15.7 | |
| MIS-MoCoV3Backbone=ViT-B, Backbone Status=frozen, Training Type=Self-supervised learning pretrained2026.02 | 37.59 | 21.76 | 19.81 | 18.74 | 12.38 | 11.3 | |
| EndoFMBackbone=ViT-B, Backbone Status=frozen, Training Type=Existing pretrained2026.02 | 36.85 | 25.96 | 18.92 | 21.96 | 14.23 | 13.19 | |
| MIS-MAEBackbone=ViT-B, Backbone Status=frozen, Training Type=Self-supervised learning pretrained2026.02 | 32.74 | 19.33 | 19.13 | 18.86 | 13.01 | 13.08 | |
| EndoViTBackbone=ViT-B, Backbone Status=frozen, Training Type=Existing pretrained2026.02 | 29.85 | 18.96 | 17.94 | 17.09 | 12.13 | 10.89 | |
| GSViTBackbone=EfficientViT, Backbone Status=frozen, Training Type=Existing pretrained2026.02 | 16.42 | 13.15 | 10.98 | 8.95 | 7.12 | 7.17 |