Chest X-ray classification on NIH (test)
87.3AUROCDHN
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DHNtraining_mode=without data augmentation2022.07 | 87.3 | — | — | — | — | — | — | — | 65.4 | — | — | — | — | — | |
| CoGazeLabel Percentage=100%2026.03 | 86.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DenseNet-121training_mode=without data augmentation2022.07 | 85.6 | — | — | — | — | — | — | — | 61.2 | — | — | — | — | — | |
| MRMLabel Percentage=100%2026.03 | 85.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MedCLIP-ViTLabel Percentage=100%2026.03 | 84.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MGCA-ViTLabel Percentage=100%2026.03 | 84.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CoGazeLabel Percentage=10%2026.03 | 84.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| M-FLAGLabel Percentage=100%2026.03 | 84 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MedKLIPLabel Percentage=100%2026.03 | 83.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| REFERSLabel Percentage=100%2026.03 | 83.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MRMLabel Percentage=10%2026.03 | 83.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AFLocLabel Percentage=100%2026.03 | 83.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MGCA-ViTLabel Percentage=10%2026.03 | 82.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EGMALabel Percentage=100%2026.03 | 81.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MedCLIP-ViTLabel Percentage=10%2026.03 | 81.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| REFERSLabel Percentage=10%2026.03 | 81.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Global Head onlytraining_mode=without data augmentation2022.07 | 80.9 | — | — | — | — | — | — | — | 52.4 | — | — | — | — | — | |
| CoGazeLabel Percentage=1%2026.03 | 80.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MedKLIPLabel Percentage=10%2026.03 | 80.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MRMLabel Percentage=1%2026.03 | 80.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CONAFtraining_mode=without data augmentation2022.07 | 80 | — | — | — | — | — | — | — | 45 | — | — | — | — | — | |
| HyDA2025.03 | 80 | — | — | — | — | — | — | — | — | 68 | 89 | 75 | 88 | 79 | |
| MDAN2025.03 | 79 | — | — | — | — | — | — | — | — | 67 | 89 | 76 | 86 | 77 | |
| CheXWorldLabel Percentage=100%2026.03 | 79 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| M-FLAGLabel Percentage=10%2026.03 | 78.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LoRAEvaluation Protocol=Fine-tuned individually2025.03 | 78.3 | — | — | — | — | — | — | 36.8 | — | — | — | — | — | — | |
| MGCA-ViTLabel Percentage=1%2026.03 | 78.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SVD-LoRAEvaluation Protocol=Fine-tuned individually2025.03 | 78 | — | — | — | — | — | — | 36.9 | — | — | — | — | — | — | |
| Baseline2025.03 | 78 | — | — | — | — | — | — | — | — | 70 | 81 | 76 | 86 | 77 | |
| AFLocLabel Percentage=10%2026.03 | 77.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| REFERSLabel Percentage=1%2026.03 | 76.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MedCLIP-ViTLabel Percentage=1%2026.03 | 76.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MedKLIPLabel Percentage=1%2026.03 | 75.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EGMALabel Percentage=10%2026.03 | 73.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ViTEvaluation Protocol=Fine-tuned individually2025.03 | 73.7 | — | — | — | — | — | — | 36.1 | — | — | — | — | — | — | |
| ViT AveragingEvaluation Protocol=Single merged model2025.03 | 71 | — | — | — | — | — | — | 38.5 | — | — | — | — | — | — | |
| Med-LEGOEvaluation Protocol=Single merged model2025.03 | 71 | — | — | — | — | — | — | 38.2 | — | — | — | — | — | — | |
| AFLocLabel Percentage=1%2026.03 | 70.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Task ArithmeticEvaluation Protocol=Single merged model2025.03 | 70.3 | — | — | — | — | — | — | 38.5 | — | — | — | — | — | — | |
| TENT2025.03 | 69 | — | — | — | — | — | — | — | — | 61 | 70 | 64 | 81 | 67 | |
| CheXWorldLabel Percentage=10%2026.03 | 68.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Ties-MergingEvaluation Protocol=Single merged model2025.03 | 68.6 | — | — | — | — | — | — | 38.5 | — | — | — | — | — | — | |
| M-FLAGLabel Percentage=1%2026.03 | 66.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EGMALabel Percentage=1%2026.03 | 66.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CheXWorldLabel Percentage=1%2026.03 | 60.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PEM CompositionEvaluation Protocol=Single merged model2025.03 | 57.9 | — | — | — | — | — | — | 38.5 | — | — | — | — | — | — | |
| MagMaxEvaluation Protocol=Single merged model2025.03 | 49.3 | — | — | — | — | — | — | 0.1 | — | — | — | — | — | — | |
| HefNetSE module=false, Downsampling factor f=82025.06 | — | 85.6 | 65.8 | 67.4 | 42.5 | 4.6 | 29.9 | — | — | — | — | — | — | — | |
| HefNet + SESE module=true, Downsampling factor f=82025.06 | — | 85.5 | 69 | 72.1 | 30.6 | 10.4 | 26.9 | — | — | — | — | — | — | — | |
| LeNetSE module=false, Downsampling factor f=82025.06 | — | 86.6 | 69.3 | 68.2 | 44.3 | 4.7 | 30.5 | — | — | — | — | — | — | — | |
| LeNet + SESE module=true, Downsampling factor f=82025.06 | — | 86.4 | 67 | 68.8 | 42.9 | 4.6 | 30 | — | — | — | — | — | — | — | |
| ResNet20SE module=false, Downsampling factor f=82025.06 | — | 86.2 | 69 | 69.2 | 42.6 | 11 | 35.5 | — | — | — | — | — | — | — | |
| ResNet20 + SESE module=true, Downsampling factor f=82025.06 | — | 86.9 | 72.8 | 70 | 43.7 | 10.6 | 34.8 | — | — | — | — | — | — | — | |
| ResNet32SE module=false, Downsampling factor f=82025.06 | — | 86.9 | 71.3 | 71 | 41.7 | 14.2 | 36.4 | — | — | — | — | — | — | — | |
| ResNet32 + SESE module=true, Downsampling factor f=82025.06 | — | 87.3 | 71.6 | 70.5 | 44.5 | 13 | 36.3 | — | — | — | — | — | — | — | |
| ResNet44SE module=false, Downsampling factor f=82025.06 | — | 88.1 | 73.7 | 73.2 | 43.9 | 11.4 | 36.1 | — | — | — | — | — | — | — | |
| ResNet44 + SESE module=true, Downsampling factor f=82025.06 | — | 88.9 | 75.9 | 74.8 | 47.6 | 11.2 | 38.9 | — | — | — | — | — | — | — | |
| ResNet56SE module=false, Downsampling factor f=82025.06 | — | 88.5 | 73.4 | 73.7 | 44.3 | 8 | 33.6 | — | — | — | — | — | — | — | |
| ResNet56 + SESE module=true, Downsampling factor f=82025.06 | — | 89.3 | 76.1 | 75.2 | 48.6 | 12.3 | 38.2 | — | — | — | — | — | — | — | |
| VGGNetSE module=false, Downsampling factor f=82025.06 | — | 85.6 | 61.2 | 64.9 | 39.6 | 4.4 | 28.3 | — | — | — | — | — | — | — | |
| VGGNet + SESE module=true, Downsampling factor f=82025.06 | — | 85.5 | 65.4 | 65.8 | 41.3 | 4.7 | 29.3 | — | — | — | — | — | — | — |