TCGA
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
TCGA-THCA
57.3Accuracy
5
TCGA-KIRC
55.7Accuracy
5
TCGA External cohort
75.1Macro AUC
5
TCGA Adult Glioma cohort
87.1F1 (LG)
5
TCGA-Slide-Reports
82.2Recall@1
5
TCGA COAD (3-fold cross-validated)
90.1ROC AUC
5
TCGA HNSC (3-fold cross-validated)
83.3ROC-AUC
5
TCGA BRCA (3-fold cross-validated)
95.2ROC-AUC
5
TCGA-BRCA NIND=1 (OOD)
4.85AUC Gain
5
TCGA-LUAD
0.724EGFR AUC
5
TCGA (Out-sample)
8.15WPEHE@6
5
TCGA (In-sample)
10.98WPEHE@6
5
TCGA RNA-seq
100AUROC
4
TCGA RPPA
99.9AUROC
4
TCGA pan-cancer histopathology (test)
37.39FID (full)
4
TCGA LGG
95.31Accuracy
4
TCGA LUAD vs LUSC (test)
95.8Accuracy
4
TCGA-KIRC vs KIRP (test)
97.7Accuracy
4
TCGA
0.844Precision
4
TCGA
0.365LUAD Score
3
TCGA-KIRC
91Precision
3
TCGA-C/R
73.5C-Index
3
TCGA (test)
76.04FID
3
TCGA H&E-stained images
95.3OOF Sensitivity
3
TCGA-PRAD (external val)
0.79AUC (5 Year)
3