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Papers Benchmarks Datasets Tasks

Internal cohort dataset and benchmarks · SOTA2 Research

Research Datasets

Internal cohort

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Biochemical recurrence prediction

Internal cohort (test)

-0.36Coefficient Beta

13

Treatment Planning

Internal Cohort

91.5Accuracy

12

Future MRI Generation

Internal Cohort

5.93FLAIR NMSE

7

P40 IHC status prediction

Internal cohort (val)

80.3Macro AUC

5

Primary vs Metastatic classification

Internal cohort Biopsy

1Macro AUC

5

Primary vs Metastatic Classification

Internal cohort Resection (test)

0.989Macro AUC

5

Ki-67 biomarker status prediction

Internal cohort Ki-67

87.1Macro AUC

5

EGFR mutation prediction

Internal cohort

0.89Macro AUC

5

Benign vs Malignant Classification

Internal cohort Frozen (test)

98.6Macro AUC

5

Histologic Subtyping

Internal cohort Biopsy

87.7Macro AUC

5

Fine-grained Subtyping

Internal cohort (Resection)

0.911Macro AUC

5

Lung Adenocarcinoma Subtyping

Internal cohort Frozen sections (test)

88.5Macro AUC

5

Liver Tumor Segmentation

Internal cohort (test)

87.5Dice (Pixel-wise)

4

Liver Tumor Diagnosis

Internal cohort (test)

0.936Patient-wise AUC

4

Post-PathSubtype (Pathological Subtype Classification)

Internal cohort (test)

98.02Macro-AUC

1

Post-Grading (Histological Grading)

Internal cohort (test)

0.803Macro-AUC

1

Intra-Margin Assessment

Internal cohort (test)

92.69Macro-AUC

1

Intra-Malignancy Detection

Internal cohort (test)

0.999Macro-AUC

1

Pre-KI67 (Ki-67 Status Prediction)

Internal cohort (test)

81.57Macro-AUC

1

Pre-HER2 (HER2 Status Prediction)

Internal cohort (test)

82.45Macro-AUC

1

Pre-ER (Estrogen Receptor Status Prediction)

Internal cohort (test)

87.14Macro-AUC

1

Pre-MassDiff (Mass Differentiation)

Internal cohort (test)

97.12Macro-AUC

1

Pre-Malignancy Detection

Internal cohort (test)

1Macro-AUC

1

Popular tasks

Primary vs Metastatic Classification Treatment Planning Liver tumor segmentation Liver Tumor Diagnosis Future MRI Generation

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