Medical Image Classification on Covid-19
97.78F1-ScoreDCAT
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| DCAT2025.03 | 97.78 | 99.75 | 99.81 | 98.21 | 97.35 | 97.5 | 94.68 | 94.67 | — | |
| MNCAModel Category=Deep Tabular Models, AWARE=false2026.04 | 85.9 | — | — | — | — | — | — | — | — | |
| TabDPTModel Category=Tabular In-Context Learning Models, AWARE=false2026.04 | 85.9 | — | — | — | — | — | — | — | — | |
| TromptModel Category=Deep Tabular Models, AWARE=false2026.04 | 85.7 | — | — | — | — | — | — | — | — | |
| ExcelFModel Category=Deep Tabular Models, AWARE=false2026.04 | 85.6 | — | — | — | — | — | — | — | — | |
| TabDPTModel Category=Ours (Tabular In-Context Learning Models + AWARE), AWARE=true2026.04 | 85.6 | — | — | — | — | — | — | — | — | |
| CatBModel Category=Classical and Ensemble Models, AWARE=false2026.04 | 85.4 | — | — | — | — | — | — | — | — | |
| LightGModel Category=Classical and Ensemble Models, AWARE=false2026.04 | 85.4 | — | — | — | — | — | — | — | — | |
| MLPModel Category=Classical and Ensemble Models, AWARE=false2026.04 | 85.4 | — | — | — | — | — | — | — | — | |
| kNNPFNModel Category=Tabular In-Context Learning Models, AWARE=false2026.04 | 85.3 | — | — | — | — | — | — | — | — | |
| ResNetModel Category=Deep Tabular Models, AWARE=false2026.04 | 85.2 | — | — | — | — | — | — | — | — | |
| TabMModel Category=Deep Tabular Models, AWARE=false2026.04 | 85.2 | — | — | — | — | — | — | — | — | |
| kNNPFNModel Category=Ours (Tabular In-Context Learning Models + AWARE), AWARE=true2026.04 | 85.2 | — | — | — | — | — | — | — | — | |
| XGBModel Category=Classical and Ensemble Models, AWARE=false2026.04 | 85 | — | — | — | — | — | — | — | — | |
| LRModel Category=Classical and Ensemble Models, AWARE=false2026.04 | 84.9 | — | — | — | — | — | — | — | — | |
| TabNetModel Category=Deep Tabular Models, AWARE=false2026.04 | 84.9 | — | — | — | — | — | — | — | — | |
| TabTModel Category=Deep Tabular Models, AWARE=false2026.04 | 84.9 | — | — | — | — | — | — | — | — | |
| KNNModel Category=Ours (Tabular In-Context Learning Models + AWARE), AWARE=true2026.04 | 84.7 | — | — | — | — | — | — | — | — | |
| KNNModel Category=Classical and Ensemble Models, AWARE=false2026.04 | 84.3 | — | — | — | — | — | — | — | — | |
| TabPFNModel Category=Tabular In-Context Learning Models, AWARE=false2026.04 | 81.1 | — | — | — | — | — | — | — | — | |
| CPR2026.07 | — | — | — | — | — | — | — | — | 98.67 | |
| Focus Longer to See Better2026.07 | — | — | — | — | — | — | — | — | 95.59 | |
| RA-CNN2026.07 | — | — | — | — | — | — | — | — | 98.25 | |
| SSPS/M2Former2026.07 | — | — | — | — | — | — | — | — | 95.71 | |
| TNet2026.07 | — | — | — | — | — | — | — | — | 98.37 |