Pulmonary Segmentation on LUNA16 100% labels
93.7Dice ScoreM3AE
Evaluation Results
| Method | Links | |
|---|---|---|
| M3AEBackbone=3D ViT-B, Evaluation Protocol=Fine-tuning2025.09 | 93.7 | |
| SimCroPBackbone=3D ViT-B, Evaluation Protocol=Fine-tuning2025.09 | 93.7 | |
| MRMBackbone=3D ViT-B, Evaluation Protocol=Fine-tuning2025.09 | 93.5 | |
| CT-CLIPBackbone=3D ViT-B, Evaluation Protocol=Fine-tuning2025.09 | 93.4 | |
| fVLMBackbone=3D ViT-B, Evaluation Protocol=Fine-tuning2025.09 | 93.4 | |
| ASAPBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 93.4 | |
| MAEBackbone=3D ViT-B, Evaluation Protocol=Fine-tuning2025.09 | 93.3 | |
| SimCroPBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 93.3 | |
| M3DBackbone=3D ViT-B, Evaluation Protocol=Fine-tuning2025.09 | 93.2 | |
| HEMAEBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 93.2 | |
| HLIPBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 92.9 | |
| MRMBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 92.6 | |
| CT-CLIPBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 92.5 | |
| fVLMBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 92.5 | |
| Random initBackbone=3D ViT-B, Evaluation Protocol=Fine-tuning2025.09 | 92.3 | |
| M3DBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 92.3 | |
| M3AEBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 92.2 | |
| MAEBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 92 | |
| PCRLv2Backbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 92 | |
| Random initBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 91.1 |