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Benchmarks
PAM50 Subtype Classification on TCGA-BRCA
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86.95
Accuracy
NSGA-II-based patch selection + a custom CNN classifier
65.0788
70.7569
76.435
82.1131
Apr 2, 2026
Accuracy
F1 Score
Macro F1 Score
AUC
Precision
Recall
Specificity
Updated 3mo ago
Evaluation Results
Method
Method
Links
Accuracy
F1 Score
Macro F1 Score
AUC
Precision
Recall
Specificity
NSGA-II-based patch selection + a custom CNN classifier
Internal dataset for t...
2026.04
86.95
88
-
0.0098
89.95
77
-
Transfer Learning (CTL)+ ResNet50
Internal dataset for t...
2026.04
81.8
-
72
-
-
-
-
InceptionV3
Internal dataset for t...
2026.04
79
-
-
-
-
-
-
a multi-instance learning based framework (DPMIL)
Internal dataset for t...
2026.04
74.85
69
-
-
-
-
-
CNNs+ SVM
Internal dataset for t...
2026.04
65.92
-
-
-
-
-
-
Multimodal deep learning with feature extraction
Internal dataset for t...
2026.04
-
-
-
0.8807
-
-
-
ResNet-18 + XGBoost
Internal dataset for t...
2026.04
-
72.7
-
-
74.1
72.6
93
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