Multi-disease Classification on multi-disease classification dataset
95.37AccuracyCMUS-Net
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| CMUS-NetTypes=Cross-modal scale2025.12 | 95.37 | 99.05 | 95.29 | 95.52 | 97.78 | 95.32 | — | |
| SwinT-BTypes=Unimodal multi-scale2025.12 | 91.3 | 97.77 | 91.33 | 91.59 | 95.8 | 91.21 | — | |
| VGG16Types=Unimodal2025.12 | 90.93 | 97.83 | 90.87 | 91.15 | 95.57 | 90.86 | — | |
| Res2Net-50Types=Unimodal multi-scale2025.12 | 90.74 | 97.09 | 90.7 | 90.83 | 85 | 90.59 | — | |
| DenseNet-121Types=Unimodal2025.12 | 90.37 | 97.64 | 90.32 | 90.46 | 89.84 | 90.27 | — | |
| CrossViTTypes=Unimodal multi-scale2025.12 | 89.63 | 97.58 | 89.69 | 89.81 | 91.6 | 89.55 | — | |
| ResNet-50Types=Unimodal2025.12 | 76.85 | 94.17 | 81.47 | 76.67 | 88.33 | 76.16 | — | |
| ViT-BTypes=Unimodal2025.12 | 71.48 | 86.86 | 71.8 | 71.49 | 85.74 | 71.35 | — | |
| CrossFormer++Types=Unimodal multi-scale2025.12 | 63.7 | 79.64 | 65.39 | 64.53 | 82.26 | 62.9 | — | |
| FPNTypes=Unimodal multi-scale2025.12 | 42.41 | 69.37 | 51.33 | 41.35 | 49.42 | 34.41 | — | |
| InceptionV3Types=Unimodal multi-scale2025.12 | 41.67 | 63.95 | 40.11 | 42.61 | 71.31 | 34.85 | — | |
| HiFuseTypes=Unimodal multi-scale2025.12 | 41.48 | 75.49 | 39.55 | 42.67 | 60.01 | 31.1 | — | |
| AGGNType=Multi-modal multi-scale2025.12 | — | — | — | — | — | — | 0 | |
| MDL-IIAType=Multi-modal2025.12 | — | — | — | — | — | — | 0 | |
| mmFormerType=Multi-modal2025.12 | — | — | — | — | — | — | 0 | |
| MMGLType=Multi-modal2025.12 | — | — | — | — | — | — | 0 | |
| MSANType=Multi-modal multi-scale2025.12 | — | — | — | — | — | — | 0.003 |