Malignancy Classification on CBIS-DDSM
78.04AccuracyQwen2.5-VL-3B+CoT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Qwen2.5-VL-3B+CoTTraining Data=MammoExpert, Chain-of-Thought=true2026.06 | 78.04 | — | 80.13 | |
| EfficientMammoTraining Data=Standard2026.06 | 75.54 | 0.8033 | 76.1 | |
| Med-FlamingoTraining Data=Standard2026.06 | 74.36 | 0.8385 | 75.12 | |
| Qwen2.5-VL-3BTraining Data=MammoExpert2026.06 | 74.07 | — | 75.62 | |
| MedVInTTraining Data=Standard2026.06 | 73.16 | 0.831 | 73.88 | |
| DenseMammo-MultiTraining Data=Standard, View=Multi2026.06 | 73 | 0.809 | 73.66 | |
| Qwen2.5-VL-3B+CoTTraining Data=Standard, Chain-of-Thought=true2026.06 | 72.41 | — | 73.68 | |
| PLIPTraining Data=Standard2026.06 | 72.34 | 0.8245 | 73.1 | |
| BioViLTraining Data=Standard2026.06 | 71.12 | 0.818 | 71.94 | |
| Qwen2.5-VL-3BTraining Data=Standard2026.06 | 70.9 | — | 72.15 | |
| DenseMammo-SingleTraining Data=Standard, View=Single2026.06 | 70.3 | 0.784 | 71.12 | |
| MedCLIPTraining Data=Standard2026.06 | 70.1 | 0.8125 | 71.35 | |
| MorphHRTraining Data=Standard2026.06 | — | 0.7964 | — | |
| MorphResTraining Data=Standard2026.06 | — | 0.7958 | — | |
| VGGMammoTraining Data=Standard2026.06 | — | 0.71 | — |