Medical Image Classification on PadChest (test)
72.51AUCBase + PairAug
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Base + PairAugZero-shot=true, Ensemble=true2024.04 | 72.51 | 86.51 | 7.67 | — | — | — | |
| CheXzeroZero-shot=true, Ensemble=true2024.04 | 71.24 | 84.54 | 7.36 | — | — | — | |
| Base + PairAugZero-shot=true, Ensemble=false2024.04 | 70.79 | 84.9 | 7.51 | — | — | — | |
| Base + AugText + AugImgZero-shot=true2024.04 | 69.23 | 83.39 | 5.91 | — | — | — | |
| CXR-CLIPZero-shot=true2024.04 | 68.5 | 86.04 | 8.62 | — | — | — | |
| Base + AugImgZero-shot=true2024.04 | 68.12 | 83.73 | 6.15 | — | — | — | |
| Base + AugTextZero-shot=true2024.04 | 67.35 | 81.93 | 6.41 | — | — | — | |
| CheXzeroZero-shot=true, Ensemble=false2024.04 | 66.29 | 79.44 | 6.15 | — | — | — | |
| MGCAZero-shot=true2024.04 | 66.12 | 81.38 | 4.89 | — | — | — | |
| CARZeroSetting=Zero-shot2026.01 | — | — | — | 79.9 | 39.3 | 81 | |
| CARZeroSetting=Bi-MCQ-Fine-tuning2026.01 | — | — | — | 83.3 | 81.1 | 82.5 | |
| KADSetting=Zero-shot2026.01 | — | — | — | 51.3 | 47 | 45.2 | |
| KADSetting=Bi-MCQ-Fine-tuning2026.01 | — | — | — | 52.6 | 45.1 | 45.1 | |
| MedKLIPSetting=Zero-shot2026.01 | — | — | — | 51.5 | 48 | 53.3 | |
| MedKLIPSetting=Bi-MCQ-Fine-tuning2026.01 | — | — | — | 48.4 | 49 | 48.9 |