Segmentation on BTCV (100% labels)
81.7Dice CoefficientHEMAE
Evaluation Results
| Method | Links | |
|---|---|---|
| HEMAEBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 81.7 | |
| ASAPBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 81.7 | |
| SimCroPBackbone=3D ViT-B, Evaluation Protocol=Fine-tuning2025.09 | 80.7 | |
| M3AEBackbone=3D ViT-B, Evaluation Protocol=Fine-tuning2025.09 | 80.5 | |
| MAEBackbone=3D ViT-B, Evaluation Protocol=Fine-tuning2025.09 | 80.3 | |
| MRMBackbone=3D ViT-B, Evaluation Protocol=Fine-tuning2025.09 | 80.3 | |
| SimCroPBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 80.3 | |
| PCRLv2Backbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 80.1 | |
| MRMBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 80.1 | |
| fVLMBackbone=3D ViT-B, Evaluation Protocol=Fine-tuning2025.09 | 80 | |
| M3AEBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 80 | |
| HLIPBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 80 | |
| fVLMBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 79.9 | |
| MAEBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 79.7 | |
| M3DBackbone=3D ViT-B, Evaluation Protocol=Fine-tuning2025.09 | 79.6 | |
| CT-CLIPBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 79.6 | |
| CT-CLIPBackbone=3D ViT-B, Evaluation Protocol=Fine-tuning2025.09 | 79.4 | |
| M3DBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 79.1 | |
| Random initBackbone=3D ViT-B, Evaluation Protocol=Fine-tuning2025.09 | 78.9 | |
| Random initBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 78.9 |