Image Classification on COVID-CT
86.44AccuracyMed-MICN
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Med-MICNBackbone=DenseNet169, Interpretability=Yes2024.10 | 86.44 | 87.27 | 86.41 | 87.15 | 87.92 | |
| DenseNet169Type=Baseline, Interpretability=No2024.10 | 85.59 | 85.6 | 85.6 | 85.59 | 85.6 | |
| MO-MAE2026.05 | 85 | — | — | 85 | — | |
| Med-MICNBackbone=ResNet50, Interpretability=Yes2024.10 | 84.75 | 84.77 | 84.88 | 84.75 | 84.77 | |
| Med-MICNBackbone=VGG19, Interpretability=Yes2024.10 | 83.05 | 86.74 | 82.93 | 84.37 | 84.26 | |
| SSSD-COVIDInterpretability=No2024.10 | 81.76 | 81.82 | 78.26 | 80 | 88.21 | |
| ResNet50Type=Baseline, Interpretability=No2024.10 | 81.36 | 82.28 | 81.11 | 81.67 | 81.85 | |
| DenseNet-1692026.05 | 80 | — | — | 79 | — | |
| VGG19Type=Baseline, Interpretability=No2024.10 | 79.6 | 81.82 | 78.93 | 79.88 | 80.26 | |
| CBAM-502026.05 | 78 | — | — | 80 | — | |
| ResGANet-101G=22026.05 | 78 | — | — | 81 | — | |
| SKNet-502026.05 | 77 | — | — | 76 | — | |
| SENet-502026.05 | 76 | — | — | 77 | — | |
| ECANet-502026.05 | 75 | — | — | 74 | — | |
| ShuffleNetV2multiplier=1.5X2026.05 | 73 | — | — | 76 | — | |
| Res2Net-502026.05 | 73 | — | — | 74 | — | |
| ResNet-502026.05 | 72 | — | — | 73 | — | |
| CRNet2026.05 | 72 | — | — | 76 | — | |
| ResNeXt-502026.05 | 72 | — | — | 75 | — | |
| EfficientNet-b12026.05 | 70 | — | — | 62 | — | |
| Label Free CBMInterpretability=Yes2024.10 | 69.49 | 68.62 | 69.82 | 69.21 | 64.84 | |
| MedP-CLIPEvaluation Protocol=Zero-shot, Backbone=ViT-B/162026.04 | 68.47 | — | — | — | — | |
| VGG-162026.05 | 66 | — | — | 58 | — | |
| BMC-CLIPEvaluation Protocol=Zero-shot2026.04 | 65.88 | — | — | — | — | |
| BiomedCLIPEvaluation Protocol=Zero-shot2026.04 | 62.07 | — | — | — | — | |
| UniMed-CLIPEvaluation Protocol=Zero-shot2026.04 | 61.08 | — | — | — | — | |
| GenMedCLIPEvaluation Protocol=Zero-shot2026.04 | 60.24 | — | — | — | — | |
| CARZeroEvaluation Protocol=Zero-shot2026.04 | 59.06 | — | — | — | — | |
| Deep Concept Reasoner (DCR)Interpretability=Yes2024.10 | 55.93 | 58.38 | 55.43 | 51.41 | 55.43 | |
| ASGEvaluation Protocol=Zero-shot2026.04 | 53.18 | — | — | — | — | |
| CLIPEvaluation Protocol=Zero-shot2026.04 | 48.28 | — | — | — | — | |
| MedCLIPEvaluation Protocol=Zero-shot2026.04 | 47.78 | — | — | — | — |