Breast Lesion Classification on VinDr-Mammo (External val)
87.1AUCAegis ViT-L (T+D)
Evaluation results
| Method | Links | |
|---|---|---|
| Aegis ViT-L (T+D)Training Data=Zero-shot, Evaluation Level=Study-level, Positive Class Definition=BI-RADS 4–5 vs. 1–22026.06 | 87.1 | |
| ConvNeXt-Base PBCTraining Data=VinDr train, Evaluation Level=Image-level, Positive Class Definition=BI-RADS 3–5 vs. 1–22026.06 | 85.1 | |
| Aegis ViT-B (T+D)Training Data=Zero-shot, Evaluation Level=Study-level, Positive Class Definition=BI-RADS 4–5 vs. 1–22026.06 | 85.1 | |
| Aegis ViT-S (T+D)Training Data=Zero-shot, Evaluation Level=Study-level, Positive Class Definition=BI-RADS 4–5 vs. 1–22026.06 | 84.4 | |
| MamT4Training Data=VinDr, Evaluation Level=Study-level, Positive Class Definition=BI-RADS 4–5 vs. 1–22026.06 | 84 | |
| Dual-viewTraining Data=VinDr (CV), Evaluation Level=Breast-level, Positive Class Definition=BI-RADS ≥2 vs. 12026.06 | 83 | |
| CNN BaselineTraining Data=Zero-shot, Evaluation Level=Study-level, Positive Class Definition=BI-RADS 4–5 vs. 1–22026.06 | 81.4 | |
| AUCReshapingTraining Data=VinDr, Evaluation Level=Image-level, Positive Class Definition=BI-RADS 4–5 vs. 1–2–32026.06 | 77 |