Classification on RSNA (test)
84.8F1 ScoreCoGaze
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CoGazeLabel Percentage=100%2026.03 | 84.8 | — | — | |
| AFLocLabel Percentage=100%2026.03 | 84.5 | — | — | |
| EGMALabel Percentage=100%2026.03 | 84.4 | — | — | |
| CheXWorldLabel Percentage=100%2026.03 | 84.1 | — | — | |
| CoGazeLabel Percentage=10%2026.03 | 83.6 | — | — | |
| CoGazeLabel Percentage=1%2026.03 | 83.3 | — | — | |
| AFLocLabel Percentage=10%2026.03 | 83 | — | — | |
| EGMALabel Percentage=10%2026.03 | 82.5 | — | — | |
| AFLocLabel Percentage=1%2026.03 | 81.5 | — | — | |
| CheXWorldLabel Percentage=10%2026.03 | 81.4 | — | — | |
| CheXWorldLabel Percentage=1%2026.03 | 80.3 | — | — | |
| EGMALabel Percentage=1%2026.03 | 79.9 | — | — | |
| Base + PairAugLabel ratio=100%2024.04 | 77.1 | 88.63 | 85.23 | |
| Base + AugImgLabel ratio=100%2024.04 | 76.41 | 87.84 | 84.67 | |
| Base + AugText + AugImgLabel ratio=100%2024.04 | 76.22 | 87.78 | 84.68 | |
| Base + AugTextLabel ratio=100%2024.04 | 75.31 | 87.4 | 83.82 | |
| CheXzero-S (Base)Label ratio=100%2024.04 | 75.08 | 86.99 | 83.56 | |
| Base + PairAugLabel ratio=1%2024.04 | 73.51 | 85.89 | 83.13 | |
| Base + AugImgLabel ratio=1%2024.04 | 72.28 | 84.8 | 82.02 | |
| Base + AugTextLabel ratio=1%2024.04 | 71.83 | 84.42 | 81.76 | |
| Base + AugText + AugImgLabel ratio=1%2024.04 | 71.79 | 84.79 | 81.93 | |
| CheXzero-S (Base)Label ratio=1%2024.04 | 70.05 | 83.45 | 80.5 | |
| ImageNetLabel ratio=100%2024.04 | 69.19 | 83.63 | 81.6 | |
| REFERSLabel Percentage=100%2026.03 | 67.2 | — | — | |
| MGCA-ViTLabel Percentage=100%2026.03 | 66.9 | — | — | |
| MRMLabel Percentage=10%2026.03 | 66.6 | — | — | |
| MRMLabel Percentage=100%2026.03 | 66.5 | — | — | |
| MedCLIP-ViTLabel Percentage=100%2026.03 | 66.2 | — | — | |
| MedKLIPLabel Percentage=100%2026.03 | 66 | — | — | |
| MedCLIP-ViTLabel Percentage=10%2026.03 | 65.3 | — | — | |
| M-FLAGLabel Percentage=100%2026.03 | 64.4 | — | — | |
| MGCA-ViTLabel Percentage=10%2026.03 | 64.3 | — | — | |
| REFERSLabel Percentage=10%2026.03 | 63.8 | — | — | |
| MedCLIP-ViTLabel Percentage=1%2026.03 | 63.5 | — | — | |
| MRMLabel Percentage=1%2026.03 | 62.6 | — | — | |
| MedKLIPLabel Percentage=10%2026.03 | 61.9 | — | — | |
| REFERSLabel Percentage=1%2026.03 | 61.7 | — | — | |
| MGCA-ViTLabel Percentage=1%2026.03 | 61 | — | — | |
| MedKLIPLabel Percentage=1%2026.03 | 60.4 | — | — | |
| M-FLAGLabel Percentage=10%2026.03 | 60.3 | — | — | |
| RandLabel ratio=100%2024.04 | 59.89 | 77.67 | 79.01 | |
| M-FLAGLabel Percentage=1%2026.03 | 56 | — | — | |
| ImageNetLabel ratio=1%2024.04 | 48.53 | 74.98 | 77.51 | |
| RandLabel ratio=1%2024.04 | 43.7 | 61.48 | 77.62 | |
| Adam-v2Pre-train Data=IN-21k (12M) & X-rays (0.9M), Backbone=ConvNeXt-B2025.04 | — | — | 73.4 | |
| BEITPre-train Data=IN-21k (12M), Backbone=ViT-B2025.04 | — | — | 72.78 | |
| CheXWorldPre-train Data=X-rays (0.5M), Backbone=ViT-B2025.04 | — | — | 75.03 | |
| DINOPre-train Data=IN-1k (1.3M), Backbone=ViT-B2025.04 | — | — | 71.27 | |
| LVM-MedPre-train Data=Medical (1.3M), Backbone=ViT-B2025.04 | — | — | 72.75 | |
| MAEPre-train Data=X-rays (0.5M), Backbone=ViT-B2025.04 | — | — | 73.75 | |
| MoCo-v3Pre-train Data=IN-1k (1.3M), Backbone=ViT-B2025.04 | — | — | 72.79 | |
| Rad-DINOPre-train Data=LVD (142M) & X-rays (public+private), Backbone=ViT-B2025.04 | — | — | 74.51 | |
| ScratchPre-train Data=-, Backbone=ViT-B2025.04 | — | — | 66.59 | |
| SimMIMPre-train Data=IN-21k (12M) & X-rays (0.9M), Backbone=Swin-B2025.04 | — | — | 74.09 |