Volumetric Segmentation on LUNA16 1% labels
83.7DSC (%)ASAP
Evaluation Results
| Method | Links | |
|---|---|---|
| ASAPBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 83.7 | |
| HEMAEBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 81.6 | |
| HLIPBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 80.5 | |
| SimCroPBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 80.4 | |
| fVLMBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 80 | |
| PCRLv2Backbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 79.7 | |
| MRMBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 79.7 | |
| M3AEBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 79.4 | |
| M3DBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 79.2 | |
| MAEBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 79 | |
| CT-CLIPBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 78.6 | |
| Random initBackbone=3D ViT-B [82], Segmentation Framework=UNETR [105], Evaluation Protocol=Fine-tuning2026.05 | 75.7 |