Classification on BreastMNIST
92.95AccuracyUltrasound-CLIP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Ultrasound-CLIPevaluation protocol=FT2026.04 | 92.95 | — | |
| MetaCLIPevaluation protocol=FT2026.04 | 91.67 | — | |
| UniMed-CLIPevaluation protocol=FT2026.04 | 91.03 | — | |
| CLIPevaluation protocol=FT2026.04 | 90.38 | — | |
| MAIL-RN18Base network=ResNet182026.02 | 90.06 | 93.92 | |
| MedViT-SResolution=224x2242026.03 | 89.7 | 93.8 | |
| MAIL-M2Base network=MobileNetV22026.02 | 89.65 | 93.8 | |
| HamClsResolution=224x2242026.03 | 89.6 | 89.94 | |
| MedMamba-BResolution=224x2242026.03 | 89.1 | 84.9 | |
| BiomedCLIPevaluation protocol=FT2026.04 | 89.1 | — | |
| DRIFA-Net2026.02 | 88.95 | 93.67 | |
| MFMSA2026.02 | 88.9 | 93.37 | |
| Ultrasound-CLIPevaluation protocol=LP2026.04 | 88.46 | — | |
| M3Att2026.02 | 87.84 | 91.55 | |
| PMC-CLIPevaluation protocol=FT2026.04 | 87.82 | — | |
| MTTU-Net2026.02 | 87.57 | 90.86 | |
| Gloria2026.02 | 87.52 | 91.07 | |
| POTTER2026.02 | 87.15 | 90.9 | |
| MuMu2026.02 | 86.75 | 90.67 | |
| HAMLET2026.02 | 86.68 | 90.48 | |
| SigLIP*evaluation protocol=FT2026.04 | 86.54 | — | |
| MedCLIP*evaluation protocol=FT2026.04 | 86.54 | — | |
| UniMed-CLIPevaluation protocol=LP2026.04 | 86.54 | — | |
| DDA-Net2026.02 | 86.35 | 90.18 | |
| NAT2026.02 | 86.24 | 90.1 | |
| BiomedCLIPevaluation protocol=LP2026.04 | 84.62 | — | |
| PMC-CLIPevaluation protocol=LP2026.04 | 79.49 | — | |
| SigLIP*evaluation protocol=LP2026.04 | 78.85 | — | |
| MedCLIP*evaluation protocol=LP2026.04 | 78.85 | — | |
| CLIPevaluation protocol=LP2026.04 | 73.92 | — | |
| MetaCLIPevaluation protocol=LP2026.04 | 73.72 | — | |
| PMC-CLIPevaluation protocol=ZS2026.04 | 69.87 | — | |
| UniMed-CLIPevaluation protocol=ZS2026.04 | 66.28 | — | |
| SigLIP*evaluation protocol=ZS2026.04 | 51.76 | — | |
| Ultrasound-CLIPevaluation protocol=ZS2026.04 | 49.1 | — | |
| BiomedCLIPevaluation protocol=ZS2026.04 | 47.69 | — | |
| MetaCLIPevaluation protocol=ZS2026.04 | 41.37 | — | |
| MedCLIP*evaluation protocol=ZS2026.04 | 28.44 | — | |
| CLIPevaluation protocol=ZS2026.04 | 28.33 | — | |
| AMIMV-SSLBackbone=ResNet-50, Initialization=random, Training Protocol=self-supervised2026.04 | — | 88.37 | |
| Barlow TwinsBackbone=ResNet-50, Initialization=random, Training Protocol=self-supervised2026.04 | — | 67.44 | |
| BYOLBackbone=ResNet-50, Initialization=random, Training Protocol=self-supervised2026.04 | — | 53.18 | |
| DINOBackbone=ResNet-50, Initialization=random, Training Protocol=self-supervised2026.04 | — | 62.23 | |
| MoCoV3Backbone=ResNet-50, Initialization=random, Training Protocol=self-supervised2026.04 | — | 80.93 | |
| NNCLRBackbone=ResNet-50, Initialization=random, Training Protocol=self-supervised2026.04 | — | 63.59 | |
| ReSSLBackbone=ResNet-50, Initialization=random, Training Protocol=self-supervised2026.04 | — | 51.65 | |
| SimCLRBackbone=ResNet-50, Initialization=random, Training Protocol=self-supervised2026.04 | — | 85.56 | |
| VICRegBackbone=ResNet-50, Initialization=random, Training Protocol=self-supervised2026.04 | — | 58.48 |