Binary Classification on clinical breast ultrasound dataset
97.67AccuracyRad-VLSM
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Rad-VLSMArchitecture Class=Dedicated Multi-Task Paradigms2026.05 | 97.67 | — | 97.62 | — | 97.65 | 97.69 | |
| AHF-UNet (CLSCA)Architecture Class=Standard & Attentional2026.05 | 96.63 | — | 81.91 | — | 88.87 | 97.13 | |
| CA-NetArchitecture Class=Standard & Attentional2026.05 | 96.54 | — | 78.67 | — | 86.94 | 97.16 | |
| AHF-UNet (UAFF)Architecture Class=Standard & Attentional2026.05 | 96.49 | — | 82.01 | — | 88.68 | 96.53 | |
| SwinUnetArchitecture Class=Standard & Attentional2026.05 | 96.43 | — | 81.71 | — | 88.52 | 96.58 | |
| U-NetArchitecture Class=Standard & Attentional2026.05 | 96.34 | — | 73.86 | — | 82.58 | 93.63 | |
| U-Net++Architecture Class=Standard & Attentional2026.05 | 96.07 | — | 76.21 | — | 84.53 | 94.9 | |
| UnextArchitecture Class=Standard & Attentional2026.05 | 95.92 | — | 80.95 | — | 88.49 | 97.58 | |
| U-Net-iAFFArchitecture Class=Standard & Attentional2026.05 | 95.88 | — | 83.4 | — | 88.65 | 94.62 | |
| U-NetAFFArchitecture Class=Standard & Attentional2026.05 | 95.85 | — | 79.29 | — | 86.49 | 95.13 | |
| Bruno et al.Architecture Class=Dedicated Multi-Task Paradigms2026.05 | 95.2 | — | 92.4 | — | 94.4 | 96.6 | |
| DCSAUArchitecture Class=Standard & Attentional2026.05 | 94.88 | — | 75.1 | — | 83.27 | 93.45 | |
| Rad-VLSM2026.05 | 94.07 | 97.55 | 98.41 | 89.09 | 94.66 | — | |
| TransUnetArchitecture Class=Standard & Attentional2026.05 | 93.46 | — | 75.87 | — | 83.49 | 92.86 | |
| Multi-task TransformersArchitecture Class=Dedicated Multi-Task Paradigms2026.05 | 89.8 | — | 65.4 | — | 77.3 | 94.4 | |
| CUNetArchitecture Class=Standard & Attentional2026.05 | 89.72 | — | 72.52 | — | 81.67 | 93.57 | |
| MIAFEx2026.05 | 82.3 | 87.82 | 82.24 | 82.24 | 82.29 | — | |
| SegNetArchitecture Class=Standard & Attentional2026.05 | 82.13 | — | 69.44 | — | 78.87 | 91.26 | |
| Mask R-CNNArchitecture Class=Dedicated Multi-Task Paradigms2026.05 | 80.9 | — | 74.4 | — | 75.4 | 76.8 | |
| ADSR-net2026.05 | 79.46 | 87.93 | 77.78 | 81.03 | 78.5 | — | |
| DiffMIC2026.05 | 76.79 | 86.59 | 68.52 | 84.48 | 74 | — | |
| MambaMIC2026.05 | 75.9 | 82.27 | 85 | 67.44 | 75.76 | — | |
| Densenet2026.05 | 75.9 | 80.17 | 83.72 | 67.5 | 75.71 | — | |
| MedMamba2026.05 | 74.7 | 76.28 | 74.4 | 75 | 74.7 | — | |
| ViT2026.05 | 73.49 | 72.13 | 51.16 | 97.5 | 73.78 | — | |
| ResNet502026.05 | 71.08 | 79.59 | 65.12 | 77.5 | 71.01 | — | |
| UniFormer-Small2026.05 | 68.67 | 71.45 | 72.09 | 65 | 68.63 | — | |
| PVT-Small2026.05 | 59.04 | 59.53 | 81.4 | 35 | 56.63 | — | |
| ConvNext-Tiny2026.05 | 57.83 | 58.49 | 60.47 | 55 | 57.81 | — | |
| Vim-Tiny2026.05 | 57.83 | 63.43 | 86.05 | 27.5 | 53.77 | — |