Mammogram Classification on CBIS-DDSM (test)
87.5AUCEffNetV2-M + ViM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| EffNetV2-M + ViMParams (M)=32.42026.04 | 87.5 | 89 | 95 | 94.2 | 90 | |
| SwinV2-B + PHG + multi-scale + multi-filtrationsBackbone=SwinV2-B, PHG=true, Multi-scale=true, Multi-filtrations=true2025.12 | 87.22 | 78.35 | 77.89 | 78.4 | — | |
| CMT-SmallParams (M)=25.2, Re-implemented=true2026.04 | 86.1 | 87 | 94 | 93.3 | 89 | |
| SwinV2-B + PHG + multi-scaleBackbone=SwinV2-B, PHG=true, Multi-scale=true, Multi-filtrations=false2025.12 | 85.97 | 76.84 | 76.35 | 76.28 | — | |
| EfficientNet-B3Params (M)=12.0, Re-implemented=true2026.04 | 85.5 | 86 | 94 | 92.8 | 88 | |
| Two-View EfficientNet-B0Params (M)=5.32026.04 | 84.8 | 85 | 93 | 92.1 | 87 | |
| Swin-TParams (M)=28.0, Re-implemented=true2026.04 | 84.2 | 84 | 93 | 91.5 | 86 | |
| SwinV2-B + PHGBackbone=SwinV2-B, PHG=true, Multi-scale=false, Multi-filtrations=false2025.12 | 83.98 | 75.13 | 75.03 | 75.74 | — | |
| MorphHRensemble_mode=Four Models Ensemble2021.01 | 83.13 | 90 | 86.24 | — | — | |
| ViT-B/16Params (M)=86.0, Re-implemented=true2026.04 | 83.1 | 83 | 92 | 90.8 | 85 | |
| DenseNet-121Params (M)=7.0, Re-implemented=true2026.04 | 82.5 | 82 | 92 | 90.3 | 84 | |
| SENet154 + PHG + multi-scale + multi-filtrationsBackbone=SENet154, PHG=true, Multi-scale=true, Multi-filtrations=true2025.12 | 82.43 | 76.8 | 74.91 | 77.23 | — | |
| Inception-v3Params (M)=23.8, Re-implemented=true2026.04 | 81.9 | 81 | 91 | 89.8 | 83 | |
| MorphHRcrop_strategy=Whole Image, ensemble_mode=Single Model2021.01 | 81.87 | 86.98 | 82.57 | — | — | |
| ResNet-50Params (M)=23.5, Re-implemented=true2026.04 | 81.2 | 80 | 90 | 89.1 | 82 | |
| SENet154 + PHG + multi-scaleBackbone=SENet154, PHG=true, Multi-scale=true, Multi-filtrations=false2025.12 | 80.95 | 75.07 | 73.31 | 74.95 | — | |
| ResNet152 + PHG + multi-scale + multi-filtrationsBackbone=ResNet152, PHG=true, Multi-scale=true, Multi-filtrations=true2025.12 | 80.29 | 75.19 | 74.47 | 76.43 | — | |
| SENet154 + PHGBackbone=SENet154, PHG=true, Multi-scale=false, Multi-filtrations=false2025.12 | 80.23 | 73.44 | 72.94 | 74.15 | — | |
| SwinV2-BBackbone=SwinV2-B, PHG=false, Multi-scale=false, Multi-filtrations=false2025.12 | 80.12 | 72.27 | 73.22 | 73.15 | — | |
| ResNet152 + PHG + multi-scaleBackbone=ResNet152, PHG=true, Multi-scale=true, Multi-filtrations=false2025.12 | 79.86 | 74.05 | 73.35 | 75.14 | — | |
| MorphHRcrop_strategy=Single Crop, ensemble_mode=Single Model2021.01 | 79.64 | — | — | — | — | |
| VGG-16Params (M)=138.0, Re-implemented=true2026.04 | 79.5 | 78 | 89 | 87.2 | 80 | |
| ResNet152 + PHGBackbone=ResNet152, PHG=true, Multi-scale=false, Multi-filtrations=false2025.12 | 79.16 | 72.24 | 71.96 | 74.29 | — | |
| ResNet152Backbone=ResNet152, PHG=false, Multi-scale=false, Multi-filtrations=false2025.12 | 77.81 | 73.72 | 70.93 | 72.16 | — | |
| SENet154Backbone=SENet154, PHG=false, Multi-scale=false, Multi-filtrations=false2025.12 | 77.44 | 72.74 | 70.7 | 70.88 | — | |
| XFMamba-BBackbone=VMamba-b, Params(M)=90.542025.03 | 76.1 | — | — | — | — | |
| XFMamba-SBackbone=VMamba-s, Params(M)=58.732025.03 | 75.2 | — | — | — | — | |
| Single Modelcrop_strategy=Single Crop2021.01 | 75 | — | — | — | — | |
| MVC-NETBackbone=ResNet26, Params(M)=71.12025.03 | 70.2 | — | — | — | — | |
| CVTBackbone=Resnet18, Params(M)=39.952025.03 | 69.7 | — | — | — | — | |
| XFMamba-TBackbone=VMamba-t, Params(M)=39.292025.03 | 66.4 | — | — | — | — | |
| BI-MambaBackbone=ViM-s, Params(M)=37.392025.03 | 61.1 | — | — | — | — | |
| MV-HFMDBackbone=ViT-s, Params(M)=54.072025.03 | 56.9 | — | — | — | — | |
| MV-Swin-TBackbone=Swin-T, Params(M)=58.322025.03 | 56.6 | — | — | — | — | |
| Human (Estimation)2021.01 | — | 86.9 | 88.9 | — | — |