3D Medical Image Segmentation on LIDC
74.4Dice CoefficientPCg
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PCgBackbone=ViT-L/16, Evaluation Protocol=Full Fine-tuning2026.03 | 74.4 | — | |
| 3DBackbone=ViT-L/16, Evaluation Protocol=Full Fine-tuning2026.03 | 74 | — | |
| PCmBackbone=ViT-L/16, Evaluation Protocol=Full Fine-tuning2026.03 | 73.8 | — | |
| PCmBackbone=ViT-B/16, Evaluation Protocol=Full Fine-tuning2026.03 | 73.5 | — | |
| PCgBackbone=ViT-B/16, Evaluation Protocol=Full Fine-tuning2026.03 | 73.5 | — | |
| 3DBackbone=ViT-B/16, Evaluation Protocol=Full Fine-tuning2026.03 | 73.4 | — | |
| PCgBackbone=ViT-S/16, Evaluation Protocol=Full Fine-tuning2026.03 | 72.8 | — | |
| PCmBackbone=ViT-S/16, Evaluation Protocol=Full Fine-tuning2026.03 | 72.6 | — | |
| 3DBackbone=ViT-S/16, Evaluation Protocol=Full Fine-tuning2026.03 | 72.1 | — | |
| 2DBackbone=ViT-B/16, Evaluation Protocol=Full Fine-tuning2026.03 | 71.3 | — | |
| 2DBackbone=ViT-S/16, Evaluation Protocol=Full Fine-tuning2026.03 | 71.2 | — | |
| 2DBackbone=ViT-L/16, Evaluation Protocol=Full Fine-tuning2026.03 | 71.1 | — | |
| PCmBackbone=ViT-L/16, Evaluation Protocol=Linear Probing2026.03 | 66.1 | — | |
| PCmBackbone=ViT-B/16, Evaluation Protocol=Linear Probing2026.03 | 65.8 | — | |
| PCgBackbone=ViT-L/16, Evaluation Protocol=Linear Probing2026.03 | 65.7 | — | |
| PCmBackbone=ViT-S/16, Evaluation Protocol=Linear Probing2026.03 | 64.9 | — | |
| PCgBackbone=ViT-B/16, Evaluation Protocol=Linear Probing2026.03 | 64.8 | — | |
| PCgBackbone=ViT-S/16, Evaluation Protocol=Linear Probing2026.03 | 64.4 | — | |
| 3DBackbone=ViT-B/16, Evaluation Protocol=Linear Probing2026.03 | 62.6 | — | |
| 2DBackbone=ViT-L/16, Evaluation Protocol=Linear Probing2026.03 | 62.6 | — | |
| 2DBackbone=ViT-B/16, Evaluation Protocol=Linear Probing2026.03 | 62.2 | — | |
| 3DBackbone=ViT-L/16, Evaluation Protocol=Linear Probing2026.03 | 61.5 | — | |
| 2DBackbone=ViT-S/16, Evaluation Protocol=Linear Probing2026.03 | 60.1 | — | |
| 3DBackbone=ViT-S/16, Evaluation Protocol=Linear Probing2026.03 | 59.4 | — | |
| 2DBackbone=ViT-S/16, Evaluation Protocol=Zero-training Features2026.03 | — | 36.9 | |
| 2DBackbone=ViT-B/16, Evaluation Protocol=Zero-training Features2026.03 | — | 28.3 | |
| 2DBackbone=ViT-L/16, Evaluation Protocol=Zero-training Features2026.03 | — | 22.4 | |
| 3DBackbone=ViT-S/16, Evaluation Protocol=Zero-training Features2026.03 | — | 13.9 | |
| 3DBackbone=ViT-B/16, Evaluation Protocol=Zero-training Features2026.03 | — | 22.3 | |
| 3DBackbone=ViT-L/16, Evaluation Protocol=Zero-training Features2026.03 | — | 21.5 | |
| PCgBackbone=ViT-S/16, Evaluation Protocol=Zero-training Features2026.03 | — | 42.6 | |
| PCgBackbone=ViT-B/16, Evaluation Protocol=Zero-training Features2026.03 | — | 32.2 | |
| PCgBackbone=ViT-L/16, Evaluation Protocol=Zero-training Features2026.03 | — | 28 | |
| PCmBackbone=ViT-S/16, Evaluation Protocol=Zero-training Features2026.03 | — | 42.3 | |
| PCmBackbone=ViT-B/16, Evaluation Protocol=Zero-training Features2026.03 | — | 30.8 | |
| PCmBackbone=ViT-L/16, Evaluation Protocol=Zero-training Features2026.03 | — | 27.9 |