Classification on CC-CCII
91.3AccuracySimCroP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SimCroPBackbone=3D ViT-B, Evaluation Protocol=Linear probing, Label Percentage=100%2025.09 | 91.3 | — | |
| fVLMBackbone=3D ViT-B, Evaluation Protocol=Linear probing, Label Percentage=100%2025.09 | 90.7 | — | |
| MRMBackbone=3D ViT-B, Evaluation Protocol=Linear probing, Label Percentage=100%2025.09 | 90.3 | — | |
| M3AEBackbone=3D ViT-B, Evaluation Protocol=Linear probing, Label Percentage=100%2025.09 | 89.9 | — | |
| MAEBackbone=3D ViT-B, Evaluation Protocol=Linear probing, Label Percentage=100%2025.09 | 88.5 | — | |
| M3DBackbone=3D ViT-B, Evaluation Protocol=Linear probing, Label Percentage=100%2025.09 | 83.8 | — | |
| CT-CLIPBackbone=3D ViT-B, Evaluation Protocol=Linear probing, Label Percentage=100%2025.09 | 83.6 | — | |
| SimCroPBackbone=3D ViT-B, Evaluation Protocol=Linear probing, Label Percentage=10%2025.09 | 83.2 | — | |
| fVLMBackbone=3D ViT-B, Evaluation Protocol=Linear probing, Label Percentage=10%2025.09 | 82.9 | — | |
| M3AEBackbone=3D ViT-B, Evaluation Protocol=Linear probing, Label Percentage=10%2025.09 | 81.7 | — | |
| MAEBackbone=3D ViT-B, Evaluation Protocol=Linear probing, Label Percentage=10%2025.09 | 81.6 | — | |
| MRMBackbone=3D ViT-B, Evaluation Protocol=Linear probing, Label Percentage=10%2025.09 | 81.3 | — | |
| Random initBackbone=3D ViT-B, Evaluation Protocol=Linear probing, Label Percentage=100%2025.09 | 77.2 | — | |
| M3DBackbone=3D ViT-B, Evaluation Protocol=Linear probing, Label Percentage=10%2025.09 | 77 | — | |
| CT-CLIPBackbone=3D ViT-B, Evaluation Protocol=Linear probing, Label Percentage=10%2025.09 | 76.7 | — | |
| Random initBackbone=3D ViT-B, Evaluation Protocol=Linear probing, Label Percentage=10%2025.09 | 74.7 | — | |
| SimCroPBackbone=3D ViT-B, Evaluation Protocol=Linear probing, Label Percentage=1%2025.09 | 73.1 | — | |
| fVLMBackbone=3D ViT-B, Evaluation Protocol=Linear probing, Label Percentage=12.3%2025.09 | 72.3 | — | |
| MRMBackbone=3D ViT-B, Evaluation Protocol=Linear probing, Label Percentage=1%2025.09 | 70.2 | — | |
| M3AEBackbone=3D ViT-B, Evaluation Protocol=Linear probing, Label Percentage=1%2025.09 | 69.8 | — | |
| MAEBackbone=3D ViT-B, Evaluation Protocol=Linear probing, Label Percentage=1%2025.09 | 67.4 | — | |
| M3DBackbone=3D ViT-B, Evaluation Protocol=Linear probing, Label Percentage=1%2025.09 | 65.4 | — | |
| CT-CLIPBackbone=3D ViT-B, Evaluation Protocol=Linear probing, Label Percentage=1%2025.09 | 65 | — | |
| Random initBackbone=3D ViT-B, Evaluation Protocol=Linear probing, Label Percentage=1%2025.09 | 57.8 | — | |
| CoralBayU96B# pre-trained data=11k, Evaluation Protocol=Linear Probing2026.06 | — | 0.76 | |
| CoralBayU96H# pre-trained data=11k, Evaluation Protocol=Linear Probing2026.06 | — | 0.9 | |
| CoralBayU96H (FT)# pre-trained data=11k, Evaluation Protocol=Fine-tuned2026.06 | — | 0.91 | |
| SuPreM# pre-trained data=2.1k, Evaluation Protocol=Linear Probing2026.06 | — | 0.83 | |
| SwinUNETR# pre-trained data=—, Evaluation Protocol=Fine-tuned2026.06 | — | 0.9 | |
| Universal Model# pre-trained data=2.1k, Evaluation Protocol=Linear Probing2026.06 | — | 0.77 | |
| VoCo-B# pre-trained data=160k, Evaluation Protocol=Linear Probing2026.06 | — | 0.71 | |
| VoCo-H# pre-trained data=160k, Evaluation Protocol=Linear Probing2026.06 | — | 0.83 |