PIRADS score classification on PIRADS-Cls
0.285QWKProFound-Conv
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ProFound-ConvEvaluation Protocol=Fine-tuning, Updated Parameters (M)=29.52026.03 | 0.285 | 76.1 | 47.2 | 60.2 | |
| ProFound-ViTEvaluation Protocol=Linear probing, Updated Parameters (M)=0.22026.03 | 0.246 | 67.4 | 44.4 | 43.3 | |
| DINOv2Updated Parameters (M)=92.42026.03 | 0.227 | 72.9 | 44.4 | 50.9 | |
| ViTUpdated Parameters (M)=123.02026.03 | 0.224 | 72.1 | 36.1 | 56.1 | |
| BaselineBackbone=ResNet18, Updated Parameters (M)=33.32026.03 | 0.207 | 73.2 | 50 | 49.1 | |
| ProFound-ConvEvaluation Protocol=Linear probing, Updated Parameters (M)=0.22026.03 | 0.191 | 50.7 | 30.6 | 18.7 | |
| RadDiagUpdated Parameters (M)=33.32026.03 | 0.076 | 73.3 | 55.6 | 54.4 | |
| ProFound-ViTEvaluation Protocol=Fine-tuning, Updated Parameters (M)=123.02026.03 | 0.047 | 75.6 | 55.6 | 58.5 | |
| ConvNeXtUpdated Parameters (M)=29.52026.03 | 0.01 | 59.7 | 38.9 | 22.2 | |
| RadFMUpdated Parameters (M)=66.42026.03 | -0.002 | 73.4 | 47.2 | 62.6 |