Malignancy Classification on VINDR
85.32AccuracyQwen2.5-VL-3B+CoT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Qwen2.5-VL-3B+CoTTraining Data=MammoExpert, Chain-of-Thought=true2026.06 | 85.32 | — | 85.96 | |
| Qwen2.5-VL-3BTraining Data=MammoExpert2026.06 | 82.12 | — | 82.67 | |
| Qwen2.5-VL-3B+CoTTraining Data=Standard, Chain-of-Thought=true2026.06 | 80.35 | — | 80.97 | |
| EfficientMammoTraining Data=Standard2026.06 | 79.34 | 83.52 | 79.91 | |
| Med-FlamingoTraining Data=Standard2026.06 | 79.14 | 86.95 | 79.71 | |
| MedVInTTraining Data=Standard2026.06 | 78.88 | 86.2 | 79.45 | |
| Qwen2.5-VL-3BTraining Data=Standard2026.06 | 78.62 | — | 79.14 | |
| DenseMammo-MultiTraining Data=Standard, View=Multi2026.06 | 78.24 | 84.08 | 78.8 | |
| PLIPTraining Data=Standard2026.06 | 78.16 | 85.55 | 78.73 | |
| BioViLTraining Data=Standard2026.06 | 77.64 | 84.9 | 78.17 | |
| DenseMammo-SingleTraining Data=Standard, View=Single2026.06 | 76.82 | 82.52 | 77.35 | |
| MedCLIPTraining Data=Standard2026.06 | 74.42 | 84.35 | 75.01 | |
| MorphHRTraining Data=Standard2026.06 | — | 82.84 | — | |
| MorphResTraining Data=Standard2026.06 | — | 82.48 | — | |
| VGGMammoTraining Data=Standard2026.06 | — | 75.08 | — |