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SOTA Whole Slide Image classification benchmarks and papers with code | Wizwand
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Whole Slide Image classification
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
CAMELYON16 (test)
HSA-NRL
AUC
0.9981
163
1mo ago
TCGA-RCC (test)
TransMIL
AUC
98.82
90
1mo ago
BRACS
SRMIL
Accuracy
67.6
24
1mo ago
TCGA Lung
SRMIL
Accuracy
89.7
24
1mo ago
LBC (test)
AEM
F1 Score
0.691
24
1mo ago
Camelyon 17
MoEMambaMIL
F1 Score
89.99
20
1mo ago
Liver Cancer
CP-MID
F1 Score
88.95
20
1mo ago
TCGA Kidney
MoEMambaMIL
F1 Score
95.78
20
1mo ago
TCGA Slide-level
Snuffy
AUC
97.2
11
1mo ago
COLON-MSI (test)
FR-MIL
Accuracy
80.9
11
1mo ago
Kidney Metastasis 1.0 (test)
WeakSupCon
Balanced Accuracy
90.91
8
1mo ago
Renal Vein Thrombosis (RVT) 1.0 (test)
WeakSupCon
Balanced Acc
80.14
8
1mo ago
Camelyon16 1.0 (test)
WeakSupCon
Balanced Acc
93.18
8
1mo ago
TCGA-NSCLC (five-fold cross-validation)
SlideGCD-DTFDMIL
Accuracy
0.8983
8
1mo ago
TCGA-BRCA (five-fold cross-validation)
SlideGCD-DTFDMIL
ACC
90.43
8
1mo ago
Average (CAMELYON16, TCGA-LUAD, TCGA-RCC)
Ours (Structured State Space Models)
Accuracy
81.74
8
1mo ago
TCGA-LUAD
CLAM MB
Accuracy
69.01
8
1mo ago
TCGA COAD (3-fold cross-validated)
Graph-MIL
ROC AUC
90.1
5
25d ago
TCGA HNSC (3-fold cross-validated)
Graph-ABMIL + Jigsaw
ROC-AUC
83.3
5
25d ago
TCGA BRCA (3-fold cross-validated)
Graph-ABMIL + Jigsaw
ROC-AUC
95.2
5
25d ago
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