Classification on Breast
95.6AccuracyPeer
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Peernoise_rates=0.1, 0.3, prior_equalization=p != 0.52019.10 | 95.6 | — | — | — | — | |
| GSCoBackbone=InternVL2025.08 | 93 | — | — | — | — | |
| Peernoise_rates=0.1, 0.3, prior_equalization=p = 0.52019.10 | 92.8 | — | — | — | — | |
| Ultrasound-CLIPevaluation protocol=FT2026.04 | 91.45 | — | — | — | — | |
| MedVInT-TD2025.08 | 90 | — | — | — | — | |
| CLAREBackbone=Pixtral2025.08 | 90 | — | — | — | — | |
| MedCLIP*evaluation protocol=FT2026.04 | 89.32 | — | — | — | — | |
| UniMed-CLIPevaluation protocol=FT2026.04 | 89.32 | — | — | — | — | |
| MMed-RAGBackbone=LLaVA-Med2025.08 | 89 | — | — | — | — | |
| BiomedCLIPevaluation protocol=FT2026.04 | 88.89 | — | — | — | — | |
| MedVInT-TE2025.08 | 88 | — | — | — | — | |
| MedDr + RADBackbone=InternVL2025.08 | 88 | — | — | — | — | |
| CLAREBackbone=Qwen2-vl2025.08 | 87 | — | — | — | — | |
| SigLIP*evaluation protocol=FT2026.04 | 84.62 | — | — | — | — | |
| MetaCLIPevaluation protocol=FT2026.04 | 84.62 | — | — | — | — | |
| CLIPevaluation protocol=FT2026.04 | 84.19 | — | — | — | — | |
| PMC-CLIPevaluation protocol=FT2026.04 | 81.2 | — | — | — | — | |
| BiomedCLIPevaluation protocol=LP2026.04 | 79.49 | — | — | — | — | |
| Ultrasound-CLIPevaluation protocol=LP2026.04 | 77.35 | — | — | — | — | |
| ESPRO2025.12 | 77 | 0.33 | — | — | — | |
| UniMed-CLIPevaluation protocol=LP2026.04 | 76.92 | — | — | — | — | |
| MetricBNN2025.12 | 76 | 1.61 | — | — | — | |
| MedCLIP*evaluation protocol=ZS2026.04 | 74.49 | — | — | — | — | |
| SigLIP*evaluation protocol=LP2026.04 | 74.36 | — | — | — | — | |
| PMC-CLIPevaluation protocol=LP2026.04 | 72.22 | — | — | — | — | |
| Riem LA2025.12 | 72 | 2.42 | — | — | — | |
| MedDrBackbone=InternVL2025.08 | 72 | — | — | — | — | |
| MetaCLIPevaluation protocol=ZS2026.04 | 71.97 | — | — | — | — | |
| ENSEMBLES2025.12 | 71 | 2.14 | — | — | — | |
| SWAG2025.12 | 71 | 0.62 | — | — | — | |
| Ultrasound-CLIPevaluation protocol=ZS2026.04 | 70.26 | — | — | — | — | |
| CLIPevaluation protocol=LP2026.04 | 69.66 | — | — | — | — | |
| SGLD2025.12 | 69 | 1.06 | — | — | — | |
| UniMed-CLIPevaluation protocol=ZS2026.04 | 68.42 | — | — | — | — | |
| Riem Lin LA2025.12 | 68 | 1.63 | — | — | — | |
| MedCLIP*evaluation protocol=LP2026.04 | 67.95 | — | — | — | — | |
| MetaCLIPevaluation protocol=LP2026.04 | 67.52 | — | — | — | — | |
| Lin LA2025.12 | 62 | 1.52 | — | — | — | |
| LA LowRank2025.12 | 60 | 1.24 | — | — | — | |
| LA GN2025.12 | 57 | 1.54 | — | — | — | |
| SigLIP*evaluation protocol=ZS2026.04 | 54.74 | — | — | — | — | |
| BiomedCLIPevaluation protocol=ZS2026.04 | 52.44 | — | — | — | — | |
| CLIPevaluation protocol=ZS2026.04 | 50.77 | — | — | — | — | |
| PMC-CLIPevaluation protocol=ZS2026.04 | 29.36 | — | — | — | — | |
| ANOVA-BART2025.09 | — | — | — | — | 99.8 | |
| BART2025.10 | — | — | 11.8 | 0.143 | — | |
| BART2025.09 | — | — | — | — | 99.3 | |
| Bayesian-TPNN2025.10 | — | — | 12.9 | 0.211 | — | |
| HMC2025.12 | — | 0.54 | — | — | — | |
| MARS2025.09 | — | — | — | — | 99.3 | |
| mBNN2025.10 | — | — | 29.2 | 0.523 | — | |
| NAM2025.09 | — | — | — | — | 98.8 | |
| SSANOVA2025.09 | — | — | — | — | 98.4 |