CUA Classification on 3D uterine ultrasound dataset
94.58AccuracyAdaptive Conditional Diffusion Model
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Adaptive Conditional Diffusion ModelAnatomical Prompt (AP)=true, Physics-inspired Prompt (PP)=true, Spatial Similarity (SS)=true, Geometric Feature (GF)=true, Uncertainty-aware (UA)=true2025.06 | 94.58 | 98.34 | 98.76 | 95.21 | 0.9989 | |
| Adaptive Conditional Diffusion ModelAnatomical Prompt (AP)=false, Physics-inspired Prompt (PP)=false, Spatial Similarity (SS)=false, Geometric Feature (GF)=true, Uncertainty-aware (UA)=false2025.06 | 92.61 | 98.17 | 91.11 | 93.91 | 0.9968 | |
| Adaptive Conditional Diffusion ModelAnatomical Prompt (AP)=false, Physics-inspired Prompt (PP)=true, Spatial Similarity (SS)=false, Geometric Feature (GF)=false, Uncertainty-aware (UA)=false2025.06 | 92.12 | 72.78 | 74.86 | 71.46 | 0.9971 | |
| Adaptive Conditional Diffusion ModelAnatomical Prompt (AP)=false, Physics-inspired Prompt (PP)=false, Spatial Similarity (SS)=false, Geometric Feature (GF)=false, Uncertainty-aware (UA)=true2025.06 | 92.12 | 97.6 | 87.26 | 91.28 | 0.9961 | |
| Adaptive Conditional Diffusion ModelAnatomical Prompt (AP)=true, Physics-inspired Prompt (PP)=false, Spatial Similarity (SS)=false, Geometric Feature (GF)=false, Uncertainty-aware (UA)=false2025.06 | 91.13 | 97.86 | 88.42 | 91.96 | 0.9944 | |
| UniFormerV2Category=Video2025.06 | 89.16 | 77.02 | 63.65 | 64.11 | 0.9929 | |
| VSTCategory=Video2025.06 | 88.18 | 63.19 | 65.6 | 63.2 | 0.9912 | |
| Adaptive Conditional Diffusion ModelAnatomical Prompt (AP)=false, Physics-inspired Prompt (PP)=false, Spatial Similarity (SS)=true, Geometric Feature (GF)=false, Uncertainty-aware (UA)=false2025.06 | 87.19 | 71.17 | 74.41 | 68.42 | 0.9867 | |
| nnMambaCategory=3D2025.06 | 86.7 | 87.95 | 89.51 | 83.33 | 0.9903 | |
| MedicalNet50Category=3D2025.06 | 85.22 | 96.54 | 65.2 | 67.81 | 0.9806 | |
| MedicalNet18Category=3D2025.06 | 84.24 | 73.88 | 73.54 | 70.2 | 0.98 | |
| ResNet50Category=3D2025.06 | 76.35 | 71.11 | 60.79 | 55.92 | 0.9766 | |
| ViTCategory=3D2025.06 | 76.35 | 74.84 | 74.16 | 71.34 | 0.9732 | |
| ResNet18-LSTMCategory=2D/2.5D2025.06 | 75.86 | 63.84 | 39.98 | 39.5 | 0.9628 | |
| DenseNet121Category=3D2025.06 | 74.88 | 89.93 | 81.26 | 78.83 | 0.9768 | |
| ResNet18Category=3D2025.06 | 74.38 | 73.62 | 58.51 | 59.43 | 0.9715 | |
| ResNet18-2.5DCategory=2D/2.5D2025.06 | 70.44 | 45.75 | 40.1 | 35.73 | 0.935 | |
| I3DCategory=Video2025.06 | 70.44 | 74.52 | 59.77 | 61.54 | 0.96 | |
| ResNet18Category=2D/2.5D2025.06 | 51.23 | 32.68 | 48.52 | 34.4 | 0.8753 |