Localised Cancer Detection on PCa-Loc
0.66AUCProFound-Conv
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ProFound-ConvEvaluation Protocol=Fine-tuning, Updated Parameters (M)=39.52026.03 | 0.66 | 0.465 | 0.334 | |
| RadDiagUpdated Parameters (M)=119.42026.03 | 0.635 | 0.427 | 0.27 | |
| ProFound-ViTEvaluation Protocol=Linear probing, Updated Parameters (M)=13.52026.03 | 0.631 | 0.454 | 0.314 | |
| ProFound-ViTEvaluation Protocol=Fine-tuning, Updated Parameters (M)=136.32026.03 | 0.631 | 0.454 | 0.314 | |
| ConvNeXtUpdated Parameters (M)=39.52026.03 | 0.624 | 0.432 | 0.3 | |
| ProFound-ConvEvaluation Protocol=Linear probing, Updated Parameters (M)=10.22026.03 | 0.622 | 0.433 | 0.287 | |
| DINOv2Updated Parameters (M)=112.72026.03 | 0.621 | 0.412 | 0.284 | |
| BaselineBackbone=UNet, Updated Parameters (M)=4.82026.03 | 0.613 | 0.414 | 0.25 | |
| ViTUpdated Parameters (M)=136.32026.03 | 0.605 | 0.413 | 0.262 | |
| RadFMUpdated Parameters (M)=79.62026.03 | 0.603 | 0.385 | 0.227 |