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Attention Heatmap Prediction on TCGA-PRAD (Prostate Cancer) H&E WSIs (test)

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ProstAttFormer (w/ DINO)

Updated 4d ago

Evaluation Results

Method	Links
ProstAttFormer (w/ DINO) 2024.03		0.739	1.711	0.473
ProstAttFormer 2024.03		0.739	1.711	0.473
ProstAttFormer (w/ DINO-v2) 2024.03		0.738	1.71	0.473
ProstAttFormer 2024.03		0.738	1.71	0.473
Frozen ResNet50+Dec. 2024.03		0.682	1.51	0.82
Frozen ResNet50+Dec. 2024.03		0.682	1.51	0.82
ProstAttFormer (w/ DINO) 2024.03		0.668	1.175	0.402
ProstAttFormer (w/ DINO) 2024.03		0.668	1.175	0.402
ProstAttFormer (w/ DINO-v2) 2024.03		0.666	1.181	0.397
ProstAttFormer (w/ DINO-v2) 2024.03		0.666	1.181	0.397
Frozen DINO+Dec. 2024.03		0.659	1.436	0.86
Frozen DINO+Dec. 2024.03		0.659	1.436	0.86
Frozen ResNet50+Dec. 2024.03		0.636	1.106	0.512
Frozen ResNet50+Dec. 2024.03		0.636	1.106	0.512
Frozen DINO+Dec. 2024.03		0.595	1.014	0.539
Frozen DINO+Dec. 2024.03		0.595	1.014	0.539
ProstAttFormer (w/ DINO) 2024.03		0.56	0.836	0.362
ProstAttFormer (w/ DINO-v2) 2024.03		0.551	0.829	0.348
Frozen ResNet50+Dec. 2024.03		0.498	0.748	0.383
Frozen DINO+Dec. 2024.03		0.486	0.705	0.397
ProstAttFormer (w/ DINO-v2) 2024.03		0.419	2.264	1.731
ProstAttFormer (w/ DINO) 2024.03		0.417	2.266	1.741
Frozen ResNet50+Dec. 2024.03		0.372	1.91	2.361
Frozen DINO+Dec. 2024.03		0.365	1.892	2.369
PathAttFormer 2024.03		0.294	0.924	2.513
PathAttFormer 2024.03		0.294	0.924	2.513
ProstAttNet 2024.03		0.262	0.883	2.666
ProstAttNet 2024.03		0.262	0.883	2.666