Semantic Segmentation on GraSP
78.12DSCZEN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ZENBackbone=ViT-B, Fine-tuning=true, Pre-training=Existing2026.02 | 78.12 | 11.5334 | |
| MIS-DINO v2Backbone=ViT-B, Fine-tuning=true, Pre-training=Self-supervised2026.02 | 77.43 | 12.044 | |
| MIS-DINOv2Backbone=ViT-L, Frozen backbone=true2026.02 | 76.39 | 13.9271 | |
| MIS-DINOBackbone=ViT-B, Fine-tuning=true, Pre-training=Self-supervised2026.02 | 75.38 | 14.2806 | |
| ZENBackbone=ViT-B, Frozen backbone=true2026.02 | 75.29 | 15.1157 | |
| PeskaVLPBackbone=ResNet50, Fine-tuning=true, Pre-training=Existing2026.02 | 74.54 | 17.6964 | |
| MIS-MSNBackbone=ViT-B, Fine-tuning=true, Pre-training=Self-supervised2026.02 | 73.8 | 15.9382 | |
| MIS-MoCoV3Backbone=ViT-B, Fine-tuning=true, Pre-training=Self-supervised2026.02 | 72.8 | 16.9154 | |
| MIS-DINOv2Backbone=ViT-B, Frozen backbone=true2026.02 | 72.01 | 18.2404 | |
| SurgeNetBackbone=CAFormer18, Frozen backbone=true2026.02 | 71.93 | 22.4122 | |
| ImageNetBackbone=ViT-B, Fine-tuning=true, Pre-training=Existing2026.02 | 70.44 | 17.5523 | |
| EndoViTBackbone=ViT-B, Fine-tuning=true, Pre-training=Existing2026.02 | 69.25 | 19.1756 | |
| MIS-DINOBackbone=ViT-B, Frozen backbone=true2026.02 | 68.33 | 19.8921 | |
| EndoFMBackbone=ViT-B, Fine-tuning=true, Pre-training=Existing2026.02 | 67.66 | 22.4027 | |
| MIS-MAEBackbone=ViT-B, Fine-tuning=true, Pre-training=Self-supervised2026.02 | 67.44 | 20.2501 | |
| PeskaVLPBackbone=ResNet50, Frozen backbone=true2026.02 | 65.5 | 31.0452 | |
| MIS-MSNBackbone=ViT-B, Frozen backbone=true2026.02 | 64.18 | 25.4631 | |
| MIS-DINO v2Backbone=ViT-L, Fine-tuning=true, Pre-training=Self-supervised2026.02 | 63.67 | 24.0193 | |
| EndoViTBackbone=ViT-B, Frozen backbone=true2026.02 | 63.14 | 27.386 | |
| MIS-MoCoV3Backbone=ViT-B, Frozen backbone=true2026.02 | 62.54 | 25.2477 | |
| MIS-MAEBackbone=ViT-B, Frozen backbone=true2026.02 | 59.38 | 29.2246 | |
| SurgeNetBackbone=CAFormer18, Fine-tuning=true, Pre-training=Existing2026.02 | 57.58 | 33.1859 | |
| ImageNetBackbone=ViT-B, Frozen backbone=true2026.02 | 57.45 | 32.1888 | |
| EndoFMBackbone=ViT-B, Frozen backbone=true2026.02 | 56.56 | 39.3725 | |
| GSViTBackbone=EfficientViT, Fine-tuning=true, Pre-training=Existing2026.02 | 49.96 | 37.0787 | |
| GSViTBackbone=EfficientViT, Frozen backbone=true2026.02 | 33.48 | 54.9375 |