Chest X-ray Classification on Pneumonia (test)
0.955AccuracyGLCM-MAE
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| GLCM-MAE2025.07 | 0.955 | 0.964 | 96.4 | |
| OmniMAE2025.07 | 0.95 | 0.953 | 96.8 | |
| MAE2025.07 | 0.949 | 0.941 | 92.2 | |
| MaPLe2025.07 | 0.894 | 0.951 | 89.5 | |
| PPAD2025.07 | 0.894 | 0.967 | 91.8 | |
| MLP on ϕParam.=1.2 × 10^6, Time (↓)=452025.02 | 0.891 | — | 88 | |
| ViTEvaluation Protocol=Fine-tuned individually2025.03 | 0.877 | 0.95 | — | |
| LoRAEvaluation Protocol=Fine-tuned individually2025.03 | 0.874 | 0.972 | — | |
| SVD-LoRAEvaluation Protocol=Fine-tuned individually2025.03 | 0.872 | 0.967 | — | |
| ViPBackbone=Mean across 3 backbones (ViT-B/16, ViT-L/14, ResNet-50), Evaluation Protocol=zero-shot2024.08 | 0.8669 | — | 84.94 | |
| SupervisedBackbone=Mean across 3 backbones (ViT-B/16, ViT-L/14, ResNet-50)2024.08 | 0.866 | — | 85.3 | |
| MaPLeBackbone=Mean across 3 backbones (ViT-B/16, ViT-L/14, ResNet-50)2024.08 | 0.8553 | — | 83.93 | |
| CoOp2025.07 | 0.846 | 0.946 | 88.6 | |
| Med-LEGOEvaluation Protocol=Single merged model2025.03 | 0.845 | 0.966 | — | |
| EfficientNet-B0Param.=4.0 × 10^6, Time (↓)=2702025.02 | 0.8446 | — | 82 | |
| CoCoOpBackbone=Mean across 3 backbones (ViT-B/16, ViT-L/14, ResNet-50)2024.08 | 0.844 | — | 82.17 | |
| ResNet50Param.=23.5 × 10^6, Time (↓)=4502025.02 | 0.8349 | — | 80 | |
| CoOpBackbone=Mean across 3 backbones (ViT-B/16, ViT-L/14, ResNet-50)2024.08 | 0.8337 | — | 81.48 | |
| KgCoOpBackbone=Mean across 3 backbones (ViT-B/16, ViT-L/14, ResNet-50)2024.08 | 0.8303 | — | 80.1 | |
| BayesianBackbone=Mean across 3 backbones (ViT-B/16, ViT-L/14, ResNet-50)2024.08 | 0.8301 | — | 80.81 | |
| CheXzero2025.07 | 0.83 | 0.927 | 87.5 | |
| k-NN (k = 1) on ϕParam.=0, Time (↓)=02025.02 | 0.8157 | — | 87 | |
| k-NN (k = 3) on ϕParam.=0, Time (↓)=02025.02 | 0.8093 | — | 87 | |
| SQUID2025.07 | 0.803 | 0.876 | 84.7 | |
| Xplainer2025.07 | 0.782 | 0.899 | 85 | |
| IGD2025.07 | 0.74 | 0.734 | 80.9 | |
| MNAD2025.07 | 0.736 | 0.773 | 79.3 | |
| GANomaly2025.07 | 0.7 | 0.78 | 79 | |
| VAE2025.07 | 0.64 | 0.618 | 77.4 | |
| PEM CompositionEvaluation Protocol=Single merged model2025.03 | 0.633 | 0.887 | — | |
| MagMaxEvaluation Protocol=Single merged model2025.03 | 0.579 | 0.514 | — | |
| f-MemAE2025.07 | 0.565 | 0.778 | 82.6 | |
| Task ArithmeticEvaluation Protocol=Single merged model2025.03 | 0.372 | 0.239 | — | |
| ViT AveragingEvaluation Protocol=Single merged model2025.03 | 0.354 | 0.238 | — | |
| Ties-MergingEvaluation Protocol=Single merged model2025.03 | 0.33 | 0.197 | — |