Semantic Segmentation on CholecSeg8k
0.8187DSCZEN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ZENBackbone=ViT-B, Fine-tuning=true, Pre-training=Existing2026.02 | 0.8187 | 20.4475 | |
| MIS-DINOBackbone=ViT-B, Fine-tuning=true, Pre-training=Self-supervised2026.02 | 0.802 | 22.389 | |
| MIS-DINO v2Backbone=ViT-B, Fine-tuning=true, Pre-training=Self-supervised2026.02 | 0.8018 | 21.2345 | |
| MIS-DINOv2Backbone=ViT-L, Frozen backbone=true2026.02 | 0.7995 | 21.4576 | |
| MIS-MSNBackbone=ViT-B, Fine-tuning=true, Pre-training=Self-supervised2026.02 | 0.799 | 23.7916 | |
| MIS-DINOv2Backbone=ViT-B, Frozen backbone=true2026.02 | 0.7924 | 26.9685 | |
| ZENBackbone=ViT-B, Frozen backbone=true2026.02 | 0.7876 | 21.3993 | |
| MIS-MoCoV3Backbone=ViT-B, Fine-tuning=true, Pre-training=Self-supervised2026.02 | 0.7828 | 26.8623 | |
| MIS-DINOBackbone=ViT-B, Frozen backbone=true2026.02 | 0.7701 | 26.769 | |
| ImageNetBackbone=ViT-B, Fine-tuning=true, Pre-training=Existing2026.02 | 0.7554 | 27.7075 | |
| PeskaVLPBackbone=ResNet50, Fine-tuning=true, Pre-training=Existing2026.02 | 0.753 | 29.61 | |
| MIS-MSNBackbone=ViT-B, Frozen backbone=true2026.02 | 0.7388 | 32.6919 | |
| MIS-MoCoV3Backbone=ViT-B, Frozen backbone=true2026.02 | 0.7348 | 32.6056 | |
| PeskaVLPBackbone=ResNet50, Frozen backbone=true2026.02 | 0.7331 | 40.1011 | |
| SurgeNetBackbone=CAFormer18, Frozen backbone=true2026.02 | 0.7199 | 36.6993 | |
| MIS-DINO v2Backbone=ViT-L, Fine-tuning=true, Pre-training=Self-supervised2026.02 | 0.7192 | 34.54 | |
| EndoFMBackbone=ViT-B, Fine-tuning=true, Pre-training=Existing2026.02 | 0.719 | 35.193 | |
| ImageNetBackbone=ViT-B, Frozen backbone=true2026.02 | 0.7166 | 40.8932 | |
| EndoViTBackbone=ViT-B, Fine-tuning=true, Pre-training=Existing2026.02 | 0.7018 | 30.8534 | |
| MIS-MAEBackbone=ViT-B, Fine-tuning=true, Pre-training=Self-supervised2026.02 | 0.6916 | 34.8959 | |
| MIS-MAEBackbone=ViT-B, Frozen backbone=true2026.02 | 0.6861 | 38.8152 | |
| EndoFMBackbone=ViT-B, Frozen backbone=true2026.02 | 0.6679 | 43.6707 | |
| SurgeNetBackbone=CAFormer18, Fine-tuning=true, Pre-training=Existing2026.02 | 0.6585 | 43.4978 | |
| EndoViTBackbone=ViT-B, Frozen backbone=true2026.02 | 0.6564 | 34.8515 | |
| GSViTBackbone=EfficientViT, Fine-tuning=true, Pre-training=Existing2026.02 | 0.5961 | 46.4264 | |
| GSViTBackbone=EfficientViT, Frozen backbone=true2026.02 | 0.4996 | 56.9302 |