Semantic Segmentation on DSAD
40.87DSCMIS-DINO
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MIS-DINOBackbone=ViT-B, Fine-tuning=true, Pre-training=Self-supervised2026.02 | 40.87 | 40.0732 | |
| MIS-DINOv2Backbone=ViT-L, Frozen backbone=true2026.02 | 40.33 | 41.6426 | |
| MIS-MSNBackbone=ViT-B, Fine-tuning=true, Pre-training=Self-supervised2026.02 | 40.27 | 44.9 | |
| ZENBackbone=ViT-B, Fine-tuning=true, Pre-training=Existing2026.02 | 37.54 | 36.3318 | |
| MIS-DINO v2Backbone=ViT-B, Fine-tuning=true, Pre-training=Self-supervised2026.02 | 36.21 | 40.9867 | |
| MIS-DINOv2Backbone=ViT-B, Frozen backbone=true2026.02 | 35.71 | 44.3142 | |
| ZENBackbone=ViT-B, Frozen backbone=true2026.02 | 34.72 | 40.7567 | |
| PeskaVLPBackbone=ResNet50, Fine-tuning=true, Pre-training=Existing2026.02 | 32.25 | 50.9648 | |
| MIS-MoCoV3Backbone=ViT-B, Fine-tuning=true, Pre-training=Self-supervised2026.02 | 32.17 | 45.5967 | |
| MIS-MSNBackbone=ViT-B, Frozen backbone=true2026.02 | 31.09 | 53.0506 | |
| MIS-DINOBackbone=ViT-B, Frozen backbone=true2026.02 | 30.9 | 47.0333 | |
| SurgeNetBackbone=CAFormer18, Frozen backbone=true2026.02 | 29.17 | 50.7239 | |
| PeskaVLPBackbone=ResNet50, Frozen backbone=true2026.02 | 28.22 | 59.5684 | |
| ImageNetBackbone=ViT-B, Fine-tuning=true, Pre-training=Existing2026.02 | 27.39 | 48.8271 | |
| EndoViTBackbone=ViT-B, Fine-tuning=true, Pre-training=Existing2026.02 | 25.46 | 60.6693 | |
| EndoFMBackbone=ViT-B, Fine-tuning=true, Pre-training=Existing2026.02 | 25.42 | 58.0185 | |
| ImageNetBackbone=ViT-B, Frozen backbone=true2026.02 | 25.06 | 56.3714 | |
| MIS-MoCoV3Backbone=ViT-B, Frozen backbone=true2026.02 | 24.77 | 54.5426 | |
| MIS-MAEBackbone=ViT-B, Fine-tuning=true, Pre-training=Self-supervised2026.02 | 24.58 | 62.1893 | |
| EndoFMBackbone=ViT-B, Frozen backbone=true2026.02 | 23.3 | 64.9675 | |
| SurgeNetBackbone=CAFormer18, Fine-tuning=true, Pre-training=Existing2026.02 | 23.24 | 67.4836 | |
| MIS-MAEBackbone=ViT-B, Frozen backbone=true2026.02 | 22.77 | 66.168 | |
| EndoViTBackbone=ViT-B, Frozen backbone=true2026.02 | 22 | 68.0728 | |
| GSViTBackbone=EfficientViT, Fine-tuning=true, Pre-training=Existing2026.02 | 21.67 | 60.5168 | |
| MIS-DINO v2Backbone=ViT-L, Fine-tuning=true, Pre-training=Self-supervised2026.02 | 19.82 | 61.4032 | |
| GSViTBackbone=EfficientViT, Frozen backbone=true2026.02 | 15.92 | 68.7672 |