Attention Heatmap Prediction on TCGA-PRAD (Prostate Cancer) H&E WSIs (test)
0.739CC AttnProstAttFormer (w/ DINO)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ProstAttFormer (w/ DINO)Backbone=DINO, Magnification=10x2024.03 | 0.739 | 1.711 | 0.473 | |
| ProstAttFormerBackbone=DINO2024.03 | 0.739 | 1.711 | 0.473 | |
| ProstAttFormer (w/ DINO-v2)Backbone=DINO-v2, Magnification=10x2024.03 | 0.738 | 1.71 | 0.473 | |
| ProstAttFormerBackbone=DINO-v22024.03 | 0.738 | 1.71 | 0.473 | |
| Frozen ResNet50+Dec.Backbone=ResNet-50, Status=Frozen, Magnification=10x2024.03 | 0.682 | 1.51 | 0.82 | |
| Frozen ResNet50+Dec.Backbone=ResNet-50, Protocol=Frozen2024.03 | 0.682 | 1.51 | 0.82 | |
| ProstAttFormer (w/ DINO)Backbone=DINO, Magnification=4x2024.03 | 0.668 | 1.175 | 0.402 | |
| ProstAttFormer (w/ DINO)Backbone=DINO, Magnification=4x2024.03 | 0.668 | 1.175 | 0.402 | |
| ProstAttFormer (w/ DINO-v2)Backbone=DINO-v2, Magnification=4x2024.03 | 0.666 | 1.181 | 0.397 | |
| ProstAttFormer (w/ DINO-v2)Backbone=DINO-v2, Magnification=4x2024.03 | 0.666 | 1.181 | 0.397 | |
| Frozen DINO+Dec.Backbone=DINO, Status=Frozen, Magnification=10x2024.03 | 0.659 | 1.436 | 0.86 | |
| Frozen DINO+Dec.Backbone=DINO, Protocol=Frozen2024.03 | 0.659 | 1.436 | 0.86 | |
| Frozen ResNet50+Dec.Backbone=ResNet-50, Status=Frozen, Magnification=4x2024.03 | 0.636 | 1.106 | 0.512 | |
| Frozen ResNet50+Dec.Backbone=ResNet-50, Status=Frozen, Magnification=4x2024.03 | 0.636 | 1.106 | 0.512 | |
| Frozen DINO+Dec.Backbone=DINO, Status=Frozen, Magnification=4x2024.03 | 0.595 | 1.014 | 0.539 | |
| Frozen DINO+Dec.Backbone=DINO, Status=Frozen, Magnification=4x2024.03 | 0.595 | 1.014 | 0.539 | |
| ProstAttFormer (w/ DINO)Backbone=DINO, Magnification=2x2024.03 | 0.56 | 0.836 | 0.362 | |
| ProstAttFormer (w/ DINO-v2)Backbone=DINO-v2, Magnification=2x2024.03 | 0.551 | 0.829 | 0.348 | |
| Frozen ResNet50+Dec.Backbone=ResNet-50, Status=Frozen, Magnification=2x2024.03 | 0.498 | 0.748 | 0.383 | |
| Frozen DINO+Dec.Backbone=DINO, Status=Frozen, Magnification=2x2024.03 | 0.486 | 0.705 | 0.397 | |
| ProstAttFormer (w/ DINO-v2)Backbone=DINO-v2, Magnification=20x2024.03 | 0.419 | 2.264 | 1.731 | |
| ProstAttFormer (w/ DINO)Backbone=DINO, Magnification=20x2024.03 | 0.417 | 2.266 | 1.741 | |
| Frozen ResNet50+Dec.Backbone=ResNet-50, Status=Frozen, Magnification=20x2024.03 | 0.372 | 1.91 | 2.361 | |
| Frozen DINO+Dec.Backbone=DINO, Status=Frozen, Magnification=20x2024.03 | 0.365 | 1.892 | 2.369 | |
| PathAttFormerMagnification=10x2024.03 | 0.294 | 0.924 | 2.513 | |
| PathAttFormer2024.03 | 0.294 | 0.924 | 2.513 | |
| ProstAttNetMagnification=10x2024.03 | 0.262 | 0.883 | 2.666 | |
| ProstAttNet2024.03 | 0.262 | 0.883 | 2.666 |