Gleason grade group classification on Grading-Cls
0.169QWKProFound-Conv
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ProFound-ConvEvaluation Protocol=Fine-tuning, Updated Parameters (M)=29.52026.03 | 0.169 | 0.735 | 0.604 | 0.496 | |
| RadDiagUpdated Parameters (M)=33.32026.03 | 0.147 | 0.72 | 0.479 | 0.504 | |
| DINOv2Updated Parameters (M)=92.42026.03 | 0.1 | 0.607 | 0.417 | 0.25 | |
| ConvNeXtUpdated Parameters (M)=29.52026.03 | 0.087 | 0.596 | 0.396 | 0.219 | |
| ProFound-ViTEvaluation Protocol=Linear probing, Updated Parameters (M)=0.22026.03 | 0.035 | 0.481 | 0.313 | 0.136 | |
| ProFound-ConvEvaluation Protocol=Linear probing, Updated Parameters (M)=0.22026.03 | 0.034 | 0.506 | 0.292 | 0.158 | |
| RadFMUpdated Parameters (M)=66.42026.03 | 0.013 | 0.557 | 0.25 | 0.189 | |
| BaselineBackbone=ResNet18, Updated Parameters (M)=33.32026.03 | -0.002 | 0.591 | 0.354 | 0.224 | |
| ViTUpdated Parameters (M)=123.02026.03 | -0.035 | 0.474 | 0.208 | 0.132 | |
| ProFound-ViTEvaluation Protocol=Fine-tuning, Updated Parameters (M)=123.02026.03 | -0.063 | 0.498 | 0.25 | 0.162 |