Carotid Plaque Grading on Private Carotid US Images 1.0 (test)
93.25AccuracyCVC-RF
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| CVC-RFFull Model=true2025.06 | 93.25 | 93.8 | 92.5 | 93.05 | 94.29 | 95.16 | 88 | |
| CVC-RF w/o DSAMAblation=Without Dual-Stream Attention Module (DSAM)2025.06 | 92.2 | 91.65 | 92.44 | 91.95 | 97.14 | 90 | 90 | |
| CVC-RF w/o MoEAblation=Without Mixture of Experts (MoE)2025.06 | 91.45 | 91.15 | 91.23 | 91.1 | 96.19 | 90.65 | 86.67 | |
| CheXFusion2025.06 | 90.58 | 91.28 | 87.14 | 89.44 | 91.83 | 94.46 | 82.14 | |
| MVC2025.06 | 89.36 | 90.16 | 85.4 | 88.16 | 90.56 | 93.27 | 76.33 | |
| DeepGuide2025.06 | 88.74 | 90.44 | 86.36 | 87.98 | 89.52 | 94.84 | 74.67 | |
| ETMC2025.06 | 88.19 | 87.12 | 87.65 | 87.3 | 97.14 | 85.81 | 80 | |
| CVC-RF w/o CMCLAblation=Without Contrastive Multi-Class Loss (CMCL)2025.06 | 87.8 | 87.54 | 87.66 | 87.5 | 94.29 | 85.81 | 82.67 | |
| Dual-ResNet182025.06 | 86.98 | 88.04 | 85.27 | 86.39 | 90.48 | 90.32 | 74.6 | |
| TransverseView=Transverse2025.06 | 85.43 | 85.41 | 84.99 | 85.1 | 89.52 | 85.16 | 80 | |
| LongitudinalView=Longitudinal2025.06 | 82.41 | 82.2 | 81.31 | 81.74 | 88.57 | 83.23 | 72 |