Pulmonary Segmentation on LUNA16 (10% labels)
93.5Dice CoefficientSimCroP
Evaluation results
| Method | Links | |
|---|---|---|
| SimCroPBackbone=3D ViT-B, Evaluation Protocol=Fine-tuning2025.09 | 93.5 | |
| MRMBackbone=3D ViT-B, Evaluation Protocol=Fine-tuning2025.09 | 93.2 | |
| M3AEBackbone=3D ViT-B, Evaluation Protocol=Fine-tuning2025.09 | 93.1 | |
| fVLMBackbone=3D ViT-B, Evaluation Protocol=Fine-tuning2025.09 | 93.1 | |
| CT-CLIPBackbone=3D ViT-B, Evaluation Protocol=Fine-tuning2025.09 | 92.9 | |
| M3DBackbone=3D ViT-B, Evaluation Protocol=Fine-tuning2025.09 | 92.9 | |
| MAEBackbone=3D ViT-B, Evaluation Protocol=Fine-tuning2025.09 | 92.7 | |
| Random initBackbone=3D ViT-B, Evaluation Protocol=Fine-tuning2025.09 | 91.9 | |
| ASAPBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 91.3 | |
| HEMAEBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 90.6 | |
| SimCroPBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 90.3 | |
| MAEBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 90.2 | |
| M3AEBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 90 | |
| fVLMBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 90 | |
| PCRLv2Backbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 89.9 | |
| CT-CLIPBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 89.7 | |
| HLIPBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 89.7 | |
| M3DBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 89.3 | |
| Random initBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 89.1 | |
| MRMBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 89.1 |