A Multi-task, Multi-organ Benchmark for Real-world Clinical Performance Evaluation of Pathology Foundation Models
Dataset Information
41,117cases
•84,944slides
•26hospitals
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All Tasks
Abnormal Tissue Classification
Classification
Organ
Gastric
Cohort
Internal
Evaluation Metrics
AUC
Acute Activity Detection
Classification
Organ
Gastric
Cohort
Internal
Evaluation Metrics
AUC
Acute Activity Severity Prediction
Classification
Organ
Gastric
Cohort
Internal
Evaluation Metrics
AUC
Acute Activity Severity Prediction
Classification
Organ
Gastric
Cohort
Prospective H1
Evaluation Metrics
AUC
Autoimmune Chronic Gastritis with Helicobacter Pylori Detection
Classification
Organ
Gastric
Cohort
Internal
Evaluation Metrics
AUC
Benign vs Malignant
Classification
Organ
Bladder
Cohort
Internal
Evaluation Metrics
AUC
Benign vs. Malignant
Classification
Organ
Lung
Cohort
Internal
Evaluation Metrics
AUC
Benign vs. Malignant
Classification
Organ
Lung
Cohort
Internal
Evaluation Metrics
AUC
BRAF Mutation Prediction
Classification
Organ
Colorectal
Cohort
Internal
Evaluation Metrics
AUC
BRAF Mutation Prediction
Classification
Organ
Colorectal
Cohort
External H5
Evaluation Metrics
AUC
BRAF Mutation Prediction
Classification
Organ
Colorectal
Cohort
External H15
Evaluation Metrics
AUC
BRAF Mutation Prediction
Classification
Organ
Colorectal
Cohort
External H16
Evaluation Metrics
AUC
Cancer Detection
Classification
Organ
Prostate
Cohort
Internal
Evaluation Metrics
AUC
Cancer Detection
Classification
Organ
Prostate
Cohort
External H23
Evaluation Metrics
AUC
Chronic Gastritis Detection
Classification
Organ
Gastric
Cohort
Internal
Evaluation Metrics
AUC
Chronic Gastritis Detection
Classification
Organ
Gastric
Cohort
Prospective H1
Evaluation Metrics
AUC
Chronic Gastritis Severity Prediction
Classification
Organ
Gastric
Cohort
Internal
Evaluation Metrics
AUC
Chronic Gastritis Severity Prediction
Classification
Organ
Gastric
Cohort
Prospective H1
Evaluation Metrics
AUC
Coarse-grained TNM-T Staging
Classification
Organ
Breast
Cohort
Internal
Evaluation Metrics
AUC
Coarse-grained TNM-T Staging
Classification
Organ
Breast
Cohort
External H9
Evaluation Metrics
AUC
Consensus Molecular Subtyping
Classification
Organ
Colorectal
Cohort
Internal
Evaluation Metrics
AUC
Disease-Free Survival
DFS Prediction
Organ
Breast
Cohort
Internal
Evaluation Metrics
C-Index
Disease-Free Survival
DFS Prediction
Organ
Colorectal
Cohort
Internal
Evaluation Metrics
C-Index
Disease-Free Survival
DFS Prediction
Organ
Gastric
Cohort
Internal
Evaluation Metrics
C-Index
Disease-Free Survival
DFS Prediction
Organ
Liver
Cohort
Internal
Evaluation Metrics
C-Index
Disease-Free Survival
DFS Prediction
Organ
Thyroid
Cohort
Internal
Evaluation Metrics
C-Index
Disease-Specific Survival
DSS Prediction
Organ
Colorectal
Cohort
Internal
Evaluation Metrics
C-Index
Edmondson-Steiner Grading
Classification
Organ
Liver
Cohort
Internal
Evaluation Metrics
AUC
Edmondson-Steiner Grading
Classification
Organ
Liver
Cohort
External H11
Evaluation Metrics
AUC
Fine-grained Tissue Type
Classification
Organ
Bladder
Cohort
Internal
Evaluation Metrics
AUC
Gastric Atrophy Detection
Classification
Organ
Gastric
Cohort
Internal
Evaluation Metrics
AUC
Gastric Atrophy Detection
Classification
Organ
Gastric
Cohort
Prospective H1
Evaluation Metrics
AUC
HCC Associated with Cirrhosis
Classification
Organ
Liver
Cohort
Internal
Evaluation Metrics
AUC
Helicobacter Pylori Associated Chronic Gastritis Detection
Classification
Organ
Gastric
Cohort
Internal
Evaluation Metrics
AUC
Helicobacter Pylori Detection
Classification
Organ
Gastric
Cohort
Internal
Evaluation Metrics
AUC
Helicobacter Pylori Detection
Classification
Organ
Gastric
Cohort
External H2
Evaluation Metrics
AUC
Helicobacter Pylori Detection
Classification
Organ
Gastric
Cohort
Prospective H1
Evaluation Metrics
AUC
Histological Grading
Classification
Organ
Breast
Cohort
Internal
Evaluation Metrics
AUC
Histological Grading
Classification
Organ
Breast
Cohort
Prospective H2
Evaluation Metrics
AUC
Histological Grading
Classification
Organ
Breast
Cohort
Internal
Evaluation Metrics
AUC
Histological Grading
Classification
Organ
Colorectal
Cohort
Internal
Evaluation Metrics
AUC
Histological Grading
Classification
Organ
Colorectal
Cohort
External H16
Evaluation Metrics
AUC
Histological Grading
Classification
Organ
Colorectal
Cohort
External H5
Evaluation Metrics
AUC
Histological Grading
Classification
Organ
Colorectal
Cohort
External H8
Evaluation Metrics
AUC
Histological Grading
Classification
Organ
Colorectal
Cohort
External H14
Evaluation Metrics
AUC
Histological Grading
Classification
Organ
Colorectal
Cohort
External H15
Evaluation Metrics
AUC
Histological Grading
Classification
Organ
Gastric
Cohort
Internal
Evaluation Metrics
AUC
Histological Grading
Classification
Organ
Gastric
Cohort
External H4
Evaluation Metrics
AUC
Histological Grading
Classification
Organ
Gastric
Cohort
External H3
Evaluation Metrics
AUC
Histological Grading
Classification
Organ
Gastric
Cohort
External H2
Evaluation Metrics
AUC
Histological Subtyping
Classification
Organ
Lung
Cohort
Internal
Evaluation Metrics
AUC
Histological Subtyping
Classification
Organ
Lung
Cohort
Prospective H1
Evaluation Metrics
AUC
Histological Subtyping
Classification
Organ
Brain
Cohort
Internal
Evaluation Metrics
AUC
Histological Subtyping
Classification
Organ
Cervical
Cohort
Internal
Evaluation Metrics
AUC
Histological Subtyping
Classification
Organ
Soft Tissue
Cohort
Internal
Evaluation Metrics
AUC
Histological Subtyping
Classification
Organ
Soft Tissue
Cohort
External H18
Evaluation Metrics
AUC
IDH Mutation Prediction
Classification
Organ
Brain
Cohort
Internal
Evaluation Metrics
AUC
IHC-AFP Expression Prediction
Classification
Organ
Liver
Cohort
Internal
Evaluation Metrics
AUC
IHC-AR Expression Prediction
Classification
Organ
Breast
Cohort
Internal
Evaluation Metrics
AUC
IHC-CK19 Expression Prediction
Classification
Organ
Liver
Cohort
Internal
Evaluation Metrics
AUC
IHC-CK5 Expression Prediction
Classification
Organ
Breast
Cohort
Internal
Evaluation Metrics
AUC
IHC-CK7 Expression Prediction
Classification
Organ
Liver
Cohort
Internal
Evaluation Metrics
AUC
IHC-CK7 Expression Prediction
Classification
Organ
Lung
Cohort
Internal
Evaluation Metrics
AUC
IHC-CK7 Expression Prediction
Classification
Organ
Lung
Cohort
Prospective H1
Evaluation Metrics
AUC
IHC-ER Expression Prediction
Classification
Organ
Breast
Cohort
Internal
Evaluation Metrics
AUC
IHC-ER Expression Prediction
Classification
Organ
Breast
Cohort
Prospective H2
Evaluation Metrics
AUC
IHC-ER Expression Prediction
Classification
Organ
Breast
Cohort
Internal
Evaluation Metrics
AUC
IHC-HER2 Expression Prediction
Classification
Organ
Breast
Cohort
Internal
Evaluation Metrics
AUC
IHC-HER2 Expression Prediction
Classification
Organ
Breast
Cohort
Prospective H2
Evaluation Metrics
AUC
IHC-HER2 Expression Prediction
Classification
Organ
Breast
Cohort
Internal
Evaluation Metrics
AUC
IHC-HER2 Expression Prediction
Classification
Organ
Gastric
Cohort
Internal
Evaluation Metrics
AUC
IHC-HER2 Expression Prediction
Classification
Organ
Gastric
Cohort
External H2
Evaluation Metrics
AUC
IHC-HER2 Status Prediction
Classification
Organ
Colorectal
Cohort
Internal
Evaluation Metrics
AUC
IHC-HER2 Status Prediction
Classification
Organ
Colorectal
Cohort
External H5
Evaluation Metrics
AUC
IHC-HER2 Status Prediction
Classification
Organ
Colorectal
Cohort
External H15
Evaluation Metrics
AUC
IHC-Ki67 Expression Prediction
Classification
Organ
Breast
Cohort
Internal
Evaluation Metrics
AUC
IHC-Ki67 Expression Prediction
Classification
Organ
Colorectal
Cohort
Internal
Evaluation Metrics
AUC
IHC-Ki67 Expression Prediction
Classification
Organ
Colorectal
Cohort
External H16
Evaluation Metrics
AUC
IHC-Ki67 Expression Prediction
Classification
Organ
Colorectal
Cohort
External H14
Evaluation Metrics
AUC
IHC-Ki67 Expression Prediction
Classification
Organ
Colorectal
Cohort
External H15
Evaluation Metrics
AUC
IHC-Ki67 Expression Prediction
Classification
Organ
Gastric
Cohort
Internal
Evaluation Metrics
AUC
IHC-Ki67 Expression Prediction
Classification
Organ
Gastric
Cohort
External H1
Evaluation Metrics
AUC
IHC-Ki67 Expression Prediction
Classification
Organ
Gastric
Cohort
External H2
Evaluation Metrics
AUC
IHC-Ki67 Expression Prediction
Classification
Organ
Lung
Cohort
Internal
Evaluation Metrics
AUC
IHC-NapsinA Expression Prediction
Classification
Organ
Lung
Cohort
Internal
Evaluation Metrics
AUC
IHC-NapsinA Expression Prediction
Classification
Organ
Lung
Cohort
Prospective H1
Evaluation Metrics
AUC
IHC-P40 Expression Prediction
Classification
Organ
Lung
Cohort
Internal
Evaluation Metrics
AUC
IHC-P40 Expression Prediction
Classification
Organ
Lung
Cohort
Prospective H1
Evaluation Metrics
AUC
IHC-P53 Expression Prediction
Classification
Organ
Gastric
Cohort
Internal
Evaluation Metrics
AUC
IHC-P63 Expression Prediction
Classification
Organ
Lung
Cohort
Internal
Evaluation Metrics
AUC
IHC-P63 Expression Prediction
Classification
Organ
Lung
Cohort
Prospective H1
Evaluation Metrics
AUC
IHC-PR Expression Prediction
Classification
Organ
Breast
Cohort
Internal
Evaluation Metrics
AUC
IHC-PR Expression Prediction
Classification
Organ
Breast
Cohort
Prospective H2
Evaluation Metrics
AUC
IHC-PR Expression Prediction
Classification
Organ
Breast
Cohort
Internal
Evaluation Metrics
AUC
IHC-S-100 Expression Prediction
Classification
Organ
Gastric
Cohort
Internal
Evaluation Metrics
AUC
IHC-TTF1 Expression Prediction
Classification
Organ
Lung
Cohort
Internal
Evaluation Metrics
AUC
IHC-TTF1 Expression Prediction
Classification
Organ
Lung
Cohort
Prospective H1
Evaluation Metrics
AUC
Immunotherapy Benefits Prediction
Classification
Organ
Esophagus
Cohort
Internal
Evaluation Metrics
AUC
Immunotherapy Benefits Prediction
Classification
Organ
Esophagus
Cohort
External H26
Evaluation Metrics
AUC
Inflammation Detection
Classification
Organ
Colorectal
Cohort
Internal
Evaluation Metrics
AUC
Inflammation Detection
Classification
Organ
Colorectal
Cohort
Prospective H1
Evaluation Metrics
AUC
Intestinal Metaplasia Detection
Classification
Organ
Gastric
Cohort
Internal
Evaluation Metrics
AUC
Intestinal Metaplasia Detection
Classification
Organ
Gastric
Cohort
External H1 Biopsy
Evaluation Metrics
AUC
Intestinal Metaplasia Detection
Classification
Organ
Gastric
Cohort
Prospective H1
Evaluation Metrics
AUC
Intraepithelial Neoplasia Grading
Classification
Organ
Cervical
Cohort
Internal
Evaluation Metrics
AUC
Invasion Extent Prediction in LUAD
Classification
Organ
Lung
Cohort
Internal
Evaluation Metrics
AUC
Keratinizing vs Non-Keratinizing in SCC
Classification
Organ
Cervical
Cohort
Internal
Evaluation Metrics
AUC
KRAS Mutation Prediction
Classification
Organ
Colorectal
Cohort
Internal
Evaluation Metrics
AUC
KRAS Mutation Prediction
Classification
Organ
Colorectal
Cohort
External H16
Evaluation Metrics
AUC
KRAS Mutation Prediction
Classification
Organ
Colorectal
Cohort
External H15
Evaluation Metrics
AUC
Lauren Classification
Classification
Organ
Gastric
Cohort
Internal
Evaluation Metrics
AUC
Lauren Classification
Classification
Organ
Gastric
Cohort
External H4
Evaluation Metrics
AUC
Lauren Classification
Classification
Organ
Gastric
Cohort
External H3
Evaluation Metrics
AUC
Lauren Classification
Classification
Organ
Gastric
Cohort
External H2
Evaluation Metrics
AUC
Liposarcoma Subtyping
Classification
Organ
Soft Tissue
Cohort
Internal
Evaluation Metrics
AUC
Liposarcoma Subtyping
Classification
Organ
Soft Tissue
Cohort
External H18
Evaluation Metrics
AUC
Lymph Node Metastasis
Classification
Organ
Thyroid
Cohort
Internal
Evaluation Metrics
AUC
Lymph Node Metastasis Detection
Classification
Organ
Lung
Cohort
Internal
Evaluation Metrics
AUC
Lymph Node Metastasis Prediction (2 classes)
Classification
Organ
Colorectal
Cohort
Internal
Evaluation Metrics
AUC
Lymph Node Metastasis Prediction (2 classes)
Classification
Organ
Colorectal
Cohort
External H16
Evaluation Metrics
AUC
Lymph Node Metastasis Prediction (2 classes)
Classification
Organ
Colorectal
Cohort
External H5
Evaluation Metrics
AUC
Lymph Node Metastasis Prediction (2 classes)
Classification
Organ
Colorectal
Cohort
External H8
Evaluation Metrics
AUC
Lymph Node Metastasis Prediction (2 classes)
Classification
Organ
Colorectal
Cohort
External H14
Evaluation Metrics
AUC
Lymph Node Metastasis Prediction (2 classes)
Classification
Organ
Colorectal
Cohort
External H15
Evaluation Metrics
AUC
Lymph Node Metastasis Prediction (3 classes)
Classification
Organ
Colorectal
Cohort
Internal
Evaluation Metrics
AUC
Lymph Node Metastasis Prediction (3 classes)
Classification
Organ
Colorectal
Cohort
External H16
Evaluation Metrics
AUC
Lymph Node Metastasis Prediction (3 classes)
Classification
Organ
Colorectal
Cohort
External H5
Evaluation Metrics
AUC
Lymph Node Metastasis Prediction (3 classes)
Classification
Organ
Colorectal
Cohort
External H8
Evaluation Metrics
AUC
Lymph Node Metastasis Prediction (3 classes)
Classification
Organ
Colorectal
Cohort
External H14
Evaluation Metrics
AUC
Lymph Node Metastasis Prediction (3 classes)
Classification
Organ
Colorectal
Cohort
External H15
Evaluation Metrics
AUC
Lymphovascular Invasion
Classification
Organ
Breast
Cohort
Internal
Evaluation Metrics
AUC
Lymphovascular Invasion
Classification
Organ
Gastric
Cohort
Internal
Evaluation Metrics
AUC
Malignant Tumor Detection
Classification
Organ
Gastric
Cohort
Internal
Evaluation Metrics
AUC
Metastatic Lung Cancer Prediction
Classification
Organ
Lung
Cohort
Internal
Evaluation Metrics
AUC
Metastatic Lung Cancer Prediction
Classification
Organ
Lung
Cohort
External H6
Evaluation Metrics
AUC
Metastatic Lung Cancer Prediction
Classification
Organ
Lung
Cohort
External H5
Evaluation Metrics
AUC
Microsatellite Instability Prediction
Classification
Organ
Colorectal
Cohort
Internal
Evaluation Metrics
AUC
Microsatellite Instability Prediction
Classification
Organ
Colorectal
Cohort
External H5
Evaluation Metrics
AUC
Microsatellite Instability Prediction
Classification
Organ
Colorectal
Cohort
External H8
Evaluation Metrics
AUC
Microsatellite Instability Prediction
Classification
Organ
Colorectal
Cohort
External H14
Evaluation Metrics
AUC
Molecular Subtyping
Classification
Organ
Breast
Cohort
Internal
Evaluation Metrics
AUC
Molecular Subtyping
Classification
Organ
Breast
Cohort
External H9
Evaluation Metrics
AUC
Molecular Subtyping
Classification
Organ
Breast
Cohort
External H12
Evaluation Metrics
AUC
Molecular Subtyping
Classification
Organ
Breast
Cohort
Internal
Evaluation Metrics
AUC
MTM-HCC Classification
Classification
Organ
Liver
Cohort
Internal
Evaluation Metrics
AUC
MTM-HCC Classification
Classification
Organ
Liver
Cohort
External H20
Evaluation Metrics
AUC
MTM-HCC Classification
Classification
Organ
Liver
Cohort
External H21
Evaluation Metrics
AUC
MTM-HCC Classification
Classification
Organ
Liver
Cohort
External H22
Evaluation Metrics
AUC
Neural Invasion
Classification
Organ
Lung
Cohort
Internal
Evaluation Metrics
AUC
NSCLC Subtyping
Classification
Organ
Lung
Cohort
Internal
Evaluation Metrics
AUC
Overall Survival
OS Prediction
Organ
Breast
Cohort
Internal
Evaluation Metrics
C-Index
Overall Survival
OS Prediction
Organ
Breast
Cohort
Internal
Evaluation Metrics
C-Index
Overall Survival
OS Prediction
Organ
Colorectal
Cohort
Internal
Evaluation Metrics
C-Index
Overall Survival
OS Prediction
Organ
Gastric
Cohort
Internal
Evaluation Metrics
C-Index
Overall Survival
OS Prediction
Organ
Liver
Cohort
Internal
Evaluation Metrics
C-Index
Overall Survival
OS Prediction
Organ
Thyroid
Cohort
Internal
Evaluation Metrics
C-Index
Pathological Complete Response
Classification
Organ
Breast
Cohort
Internal
Evaluation Metrics
AUC
Pathological Complete Response
Classification
Organ
Breast
Cohort
Internal
Evaluation Metrics
AUC
Pathological Subtyping
Classification
Organ
Gastric
Cohort
Internal
Evaluation Metrics
AUC
Pathological Subtyping
Classification
Organ
Gastric
Cohort
External H2
Evaluation Metrics
AUC
PD-L1 Expression Prediction
Classification
Organ
Colorectal
Cohort
Internal
Evaluation Metrics
AUC
Perineural Invasion
Classification
Organ
Breast
Cohort
Internal
Evaluation Metrics
AUC
Perineural Invasion
Classification
Organ
Gastric
Cohort
Internal
Evaluation Metrics
AUC
Perineural Invasion
Classification
Organ
Gastric
Cohort
External H4
Evaluation Metrics
AUC
Perineural Invasion
Classification
Organ
Gastric
Cohort
External H3
Evaluation Metrics
AUC
Perineural Invasion
Classification
Organ
Gastric
Cohort
External H2
Evaluation Metrics
AUC
Perineural Invasion Detection
Classification
Organ
Colorectal
Cohort
Internal
Evaluation Metrics
AUC
Perineural Invasion Detection
Classification
Organ
Colorectal
Cohort
External H16
Evaluation Metrics
AUC
Perineural Invasion Detection
Classification
Organ
Colorectal
Cohort
External H5
Evaluation Metrics
AUC
Perineural Invasion Detection
Classification
Organ
Colorectal
Cohort
External H14
Evaluation Metrics
AUC
Perineural Invasion Detection
Classification
Organ
Colorectal
Cohort
External H15
Evaluation Metrics
AUC
Polyp Detection
Classification
Organ
Gastric
Cohort
Internal
Evaluation Metrics
AUC
Polyp Detection
Classification
Organ
Gastric
Cohort
External H1 Biopsy
Evaluation Metrics
AUC
Polyp Detection
Classification
Organ
Gastric
Cohort
Prospective H1
Evaluation Metrics
AUC
Primary Site Prediction
Classification
Organ
Lung
Cohort
Internal
Evaluation Metrics
AUC
Primary Site Prediction
Classification
Organ
Lung
Cohort
External H6
Evaluation Metrics
AUC
Primary Site Prediction
Classification
Organ
Lung
Cohort
External H5
Evaluation Metrics
AUC
Regional Lymph Node Metastasis
Classification
Organ
Breast
Cohort
Internal
Evaluation Metrics
AUC
Regional Lymph Node Metastasis
Classification
Organ
Breast
Cohort
External H9
Evaluation Metrics
AUC
Regional Lymph Node Metastasis
Classification
Organ
Breast
Cohort
External H1
Evaluation Metrics
AUC
Regional Lymph Node Metastasis Prediction
Classification
Organ
Gastric
Cohort
Internal
Evaluation Metrics
AUC
Regional Lymph Node Metastasis Prediction
Classification
Organ
Gastric
Cohort
External H4
Evaluation Metrics
AUC
Regional Lymph Node Metastasis Prediction
Classification
Organ
Gastric
Cohort
External H3
Evaluation Metrics
AUC
Regional Lymph Node Metastasis Prediction
Classification
Organ
Gastric
Cohort
External H2
Evaluation Metrics
AUC
Spread Through Air Spaces
Classification
Organ
Lung
Cohort
Internal
Evaluation Metrics
AUC
Tissue Category Classification
Classification
Organ
Colorectal
Cohort
Internal
Evaluation Metrics
AUC
Tissue Category Classification
Classification
Organ
Colorectal
Cohort
Prospective H1
Evaluation Metrics
AUC
TNM Staging
Classification
Organ
Colorectal
Cohort
Internal
Evaluation Metrics
AUC
TNM Staging
Classification
Organ
Colorectal
Cohort
External H16
Evaluation Metrics
AUC
TNM Staging
Classification
Organ
Colorectal
Cohort
External H8
Evaluation Metrics
AUC
TNM Staging
Classification
Organ
Colorectal
Cohort
External H14
Evaluation Metrics
AUC
TNM Staging
Classification
Organ
Colorectal
Cohort
External H15
Evaluation Metrics
AUC
TNM-T Stage Prediction
Classification
Organ
Thyroid
Cohort
Internal
Evaluation Metrics
AUC
TNM-T Stage Prediction
Classification
Organ
Thyroid
Cohort
External H8
Evaluation Metrics
AUC
Tumor Invasion Depth Prediction
Classification
Organ
Gastric
Cohort
Internal
Evaluation Metrics
AUC
Tumor Invasion Depth Prediction
Classification
Organ
Gastric
Cohort
External H4
Evaluation Metrics
AUC
Tumor Invasion Depth Prediction
Classification
Organ
Gastric
Cohort
External H3
Evaluation Metrics
AUC
Tumor Invasion Depth Prediction
Classification
Organ
Gastric
Cohort
External H2
Evaluation Metrics
AUC
Tumor Invasion Depth Prediction (2 classes)
Classification
Organ
Colorectal
Cohort
Internal
Evaluation Metrics
AUC
Tumor Invasion Depth Prediction (2 classes)
Classification
Organ
Colorectal
Cohort
External H16
Evaluation Metrics
AUC
Tumor Invasion Depth Prediction (2 classes)
Classification
Organ
Colorectal
Cohort
External H5
Evaluation Metrics
AUC
Tumor Invasion Depth Prediction (2 classes)
Classification
Organ
Colorectal
Cohort
External H8
Evaluation Metrics
AUC
Tumor Invasion Depth Prediction (2 classes)
Classification
Organ
Colorectal
Cohort
External H14
Evaluation Metrics
AUC
Tumor Invasion Depth Prediction (2 classes)
Classification
Organ
Colorectal
Cohort
External H15
Evaluation Metrics
AUC
Tumor Invasion Depth Prediction (4 classes)
Classification
Organ
Colorectal
Cohort
Internal
Evaluation Metrics
AUC
Tumor Invasion Depth Prediction (4 classes)
Classification
Organ
Colorectal
Cohort
External H16
Evaluation Metrics
AUC
Tumor Invasion Depth Prediction (4 classes)
Classification
Organ
Colorectal
Cohort
External H5
Evaluation Metrics
AUC
Tumor Invasion Depth Prediction (4 classes)
Classification
Organ
Colorectal
Cohort
External H8
Evaluation Metrics
AUC
Tumor Invasion Depth Prediction (4 classes)
Classification
Organ
Colorectal
Cohort
External H14
Evaluation Metrics
AUC
Tumor Invasion Depth Prediction (4 classes)
Classification
Organ
Colorectal
Cohort
External H15
Evaluation Metrics
AUC
Tumor Mutational Burden Prediction
Classification
Organ
Colorectal
Cohort
Internal
Evaluation Metrics
AUC
Tumor Regression Grading
Classification
Organ
Colorectal
Cohort
Internal
Evaluation Metrics
AUC
Ulcer Detection
Classification
Organ
Colorectal
Cohort
Internal
Evaluation Metrics
AUC
Ulcer Detection
Classification
Organ
Colorectal
Cohort
Prospective H1
Evaluation Metrics
AUC
Ulcer Detection
Classification
Organ
Gastric
Cohort
Internal
Evaluation Metrics
AUC
Ulcer Detection
Classification
Organ
Gastric
Cohort
External H1 Biopsy
Evaluation Metrics
AUC
Ulcer Detection
Classification
Organ
Gastric
Cohort
Prospective H1
Evaluation Metrics
AUC
Vascular Invasion
Classification
Organ
Gastric
Cohort
Internal
Evaluation Metrics
AUC
Vascular Invasion
Classification
Organ
Gastric
Cohort
External H4
Evaluation Metrics
AUC
Vascular Invasion
Classification
Organ
Gastric
Cohort
External H3
Evaluation Metrics
AUC
Vascular Thrombus
Classification
Organ
Lung
Cohort
Internal
Evaluation Metrics
AUC
Vessel Carcinoma Embolus
Classification
Organ
Liver
Cohort
Internal
Evaluation Metrics
AUC
Vessel Carcinoma Embolus Detection
Classification
Organ
Colorectal
Cohort
Internal
Evaluation Metrics
AUC
Vessel Carcinoma Embolus Detection
Classification
Organ
Colorectal
Cohort
External H16
Evaluation Metrics
AUC
Vessel Carcinoma Embolus Detection
Classification
Organ
Colorectal
Cohort
External H5
Evaluation Metrics
AUC
Vessel Carcinoma Embolus Detection
Classification
Organ
Colorectal
Cohort
External H14
Evaluation Metrics
AUC
Vessel Carcinoma Embolus Detection
Classification
Organ
Colorectal
Cohort
External H15
Evaluation Metrics
AUC
WHO Grading
Classification
Organ
Liver
Cohort
Internal
Evaluation Metrics
AUC
WHO Grading
Classification
Organ
Brain
Cohort
Internal
Evaluation Metrics
AUC
Task Name | Organ | Type | Cohort | Metrics | Actions |
|---|---|---|---|---|---|
Abnormal Tissue Classification | Gastric | Classification | Internal | AUC | |
Acute Activity Detection | Gastric | Classification | Internal | AUC | |
Acute Activity Severity Prediction | Gastric | Classification | Internal | AUC | |
Acute Activity Severity Prediction | Gastric | Classification | Prospective H1 | AUC | |
Autoimmune Chronic Gastritis with Helicobacter Pylori Detection | Gastric | Classification | Internal | AUC | |
Benign vs Malignant | Bladder | Classification | Internal | AUC | |
Benign vs. Malignant | Lung | Classification | Internal | AUC | |
Benign vs. Malignant | Lung | Classification | Internal | AUC | |
BRAF Mutation Prediction | Colorectal | Classification | Internal | AUC | |
BRAF Mutation Prediction | Colorectal | Classification | External H5 | AUC | |
BRAF Mutation Prediction | Colorectal | Classification | External H15 | AUC | |
BRAF Mutation Prediction | Colorectal | Classification | External H16 | AUC | |
Cancer Detection | Prostate | Classification | Internal | AUC | |
Cancer Detection | Prostate | Classification | External H23 | AUC | |
Chronic Gastritis Detection | Gastric | Classification | Internal | AUC | |
Chronic Gastritis Detection | Gastric | Classification | Prospective H1 | AUC | |
Chronic Gastritis Severity Prediction | Gastric | Classification | Internal | AUC | |
Chronic Gastritis Severity Prediction | Gastric | Classification | Prospective H1 | AUC | |
Coarse-grained TNM-T Staging | Breast | Classification | Internal | AUC | |
Coarse-grained TNM-T Staging | Breast | Classification | External H9 | AUC | |
Consensus Molecular Subtyping | Colorectal | Classification | Internal | AUC | |
Disease-Free Survival | Breast | DFS Prediction | Internal | C-Index | |
Disease-Free Survival | Colorectal | DFS Prediction | Internal | C-Index | |
Disease-Free Survival | Gastric | DFS Prediction | Internal | C-Index | |
Disease-Free Survival | Liver | DFS Prediction | Internal | C-Index | |
Disease-Free Survival | Thyroid | DFS Prediction | Internal | C-Index | |
Disease-Specific Survival | Colorectal | DSS Prediction | Internal | C-Index | |
Edmondson-Steiner Grading | Liver | Classification | Internal | AUC | |
Edmondson-Steiner Grading | Liver | Classification | External H11 | AUC | |
Fine-grained Tissue Type | Bladder | Classification | Internal | AUC | |
Gastric Atrophy Detection | Gastric | Classification | Internal | AUC | |
Gastric Atrophy Detection | Gastric | Classification | Prospective H1 | AUC | |
HCC Associated with Cirrhosis | Liver | Classification | Internal | AUC | |
Helicobacter Pylori Associated Chronic Gastritis Detection | Gastric | Classification | Internal | AUC | |
Helicobacter Pylori Detection | Gastric | Classification | Internal | AUC | |
Helicobacter Pylori Detection | Gastric | Classification | External H2 | AUC | |
Helicobacter Pylori Detection | Gastric | Classification | Prospective H1 | AUC | |
Histological Grading | Breast | Classification | Internal | AUC | |
Histological Grading | Breast | Classification | Prospective H2 | AUC | |
Histological Grading | Breast | Classification | Internal | AUC | |
Histological Grading | Colorectal | Classification | Internal | AUC | |
Histological Grading | Colorectal | Classification | External H16 | AUC | |
Histological Grading | Colorectal | Classification | External H5 | AUC | |
Histological Grading | Colorectal | Classification | External H8 | AUC | |
Histological Grading | Colorectal | Classification | External H14 | AUC | |
Histological Grading | Colorectal | Classification | External H15 | AUC | |
Histological Grading | Gastric | Classification | Internal | AUC | |
Histological Grading | Gastric | Classification | External H4 | AUC | |
Histological Grading | Gastric | Classification | External H3 | AUC | |
Histological Grading | Gastric | Classification | External H2 | AUC | |
Histological Subtyping | Lung | Classification | Internal | AUC | |
Histological Subtyping | Lung | Classification | Prospective H1 | AUC | |
Histological Subtyping | Brain | Classification | Internal | AUC | |
Histological Subtyping | Cervical | Classification | Internal | AUC | |
Histological Subtyping | Soft Tissue | Classification | Internal | AUC | |
Histological Subtyping | Soft Tissue | Classification | External H18 | AUC | |
IDH Mutation Prediction | Brain | Classification | Internal | AUC | |
IHC-AFP Expression Prediction | Liver | Classification | Internal | AUC | |
IHC-AR Expression Prediction | Breast | Classification | Internal | AUC | |
IHC-CK19 Expression Prediction | Liver | Classification | Internal | AUC | |
IHC-CK5 Expression Prediction | Breast | Classification | Internal | AUC | |
IHC-CK7 Expression Prediction | Liver | Classification | Internal | AUC | |
IHC-CK7 Expression Prediction | Lung | Classification | Internal | AUC | |
IHC-CK7 Expression Prediction | Lung | Classification | Prospective H1 | AUC | |
IHC-ER Expression Prediction | Breast | Classification | Internal | AUC | |
IHC-ER Expression Prediction | Breast | Classification | Prospective H2 | AUC | |
IHC-ER Expression Prediction | Breast | Classification | Internal | AUC | |
IHC-HER2 Expression Prediction | Breast | Classification | Internal | AUC | |
IHC-HER2 Expression Prediction | Breast | Classification | Prospective H2 | AUC | |
IHC-HER2 Expression Prediction | Breast | Classification | Internal | AUC | |
IHC-HER2 Expression Prediction | Gastric | Classification | Internal | AUC | |
IHC-HER2 Expression Prediction | Gastric | Classification | External H2 | AUC | |
IHC-HER2 Status Prediction | Colorectal | Classification | Internal | AUC | |
IHC-HER2 Status Prediction | Colorectal | Classification | External H5 | AUC | |
IHC-HER2 Status Prediction | Colorectal | Classification | External H15 | AUC | |
IHC-Ki67 Expression Prediction | Breast | Classification | Internal | AUC | |
IHC-Ki67 Expression Prediction | Colorectal | Classification | Internal | AUC | |
IHC-Ki67 Expression Prediction | Colorectal | Classification | External H16 | AUC | |
IHC-Ki67 Expression Prediction | Colorectal | Classification | External H14 | AUC | |
IHC-Ki67 Expression Prediction | Colorectal | Classification | External H15 | AUC | |
IHC-Ki67 Expression Prediction | Gastric | Classification | Internal | AUC | |
IHC-Ki67 Expression Prediction | Gastric | Classification | External H1 | AUC | |
IHC-Ki67 Expression Prediction | Gastric | Classification | External H2 | AUC | |
IHC-Ki67 Expression Prediction | Lung | Classification | Internal | AUC | |
IHC-NapsinA Expression Prediction | Lung | Classification | Internal | AUC | |
IHC-NapsinA Expression Prediction | Lung | Classification | Prospective H1 | AUC | |
IHC-P40 Expression Prediction | Lung | Classification | Internal | AUC | |
IHC-P40 Expression Prediction | Lung | Classification | Prospective H1 | AUC | |
IHC-P53 Expression Prediction | Gastric | Classification | Internal | AUC | |
IHC-P63 Expression Prediction | Lung | Classification | Internal | AUC | |
IHC-P63 Expression Prediction | Lung | Classification | Prospective H1 | AUC | |
IHC-PR Expression Prediction | Breast | Classification | Internal | AUC | |
IHC-PR Expression Prediction | Breast | Classification | Prospective H2 | AUC | |
IHC-PR Expression Prediction | Breast | Classification | Internal | AUC | |
IHC-S-100 Expression Prediction | Gastric | Classification | Internal | AUC | |
IHC-TTF1 Expression Prediction | Lung | Classification | Internal | AUC | |
IHC-TTF1 Expression Prediction | Lung | Classification | Prospective H1 | AUC | |
Immunotherapy Benefits Prediction | Esophagus | Classification | Internal | AUC | |
Immunotherapy Benefits Prediction | Esophagus | Classification | External H26 | AUC | |
Inflammation Detection | Colorectal | Classification | Internal | AUC | |
Inflammation Detection | Colorectal | Classification | Prospective H1 | AUC | |
Intestinal Metaplasia Detection | Gastric | Classification | Internal | AUC | |
Intestinal Metaplasia Detection | Gastric | Classification | External H1 Biopsy | AUC | |
Intestinal Metaplasia Detection | Gastric | Classification | Prospective H1 | AUC | |
Intraepithelial Neoplasia Grading | Cervical | Classification | Internal | AUC | |
Invasion Extent Prediction in LUAD | Lung | Classification | Internal | AUC | |
Keratinizing vs Non-Keratinizing in SCC | Cervical | Classification | Internal | AUC | |
KRAS Mutation Prediction | Colorectal | Classification | Internal | AUC | |
KRAS Mutation Prediction | Colorectal | Classification | External H16 | AUC | |
KRAS Mutation Prediction | Colorectal | Classification | External H15 | AUC | |
Lauren Classification | Gastric | Classification | Internal | AUC | |
Lauren Classification | Gastric | Classification | External H4 | AUC | |
Lauren Classification | Gastric | Classification | External H3 | AUC | |
Lauren Classification | Gastric | Classification | External H2 | AUC | |
Liposarcoma Subtyping | Soft Tissue | Classification | Internal | AUC | |
Liposarcoma Subtyping | Soft Tissue | Classification | External H18 | AUC | |
Lymph Node Metastasis | Thyroid | Classification | Internal | AUC | |
Lymph Node Metastasis Detection | Lung | Classification | Internal | AUC | |
Lymph Node Metastasis Prediction (2 classes) | Colorectal | Classification | Internal | AUC | |
Lymph Node Metastasis Prediction (2 classes) | Colorectal | Classification | External H16 | AUC | |
Lymph Node Metastasis Prediction (2 classes) | Colorectal | Classification | External H5 | AUC | |
Lymph Node Metastasis Prediction (2 classes) | Colorectal | Classification | External H8 | AUC | |
Lymph Node Metastasis Prediction (2 classes) | Colorectal | Classification | External H14 | AUC | |
Lymph Node Metastasis Prediction (2 classes) | Colorectal | Classification | External H15 | AUC | |
Lymph Node Metastasis Prediction (3 classes) | Colorectal | Classification | Internal | AUC | |
Lymph Node Metastasis Prediction (3 classes) | Colorectal | Classification | External H16 | AUC | |
Lymph Node Metastasis Prediction (3 classes) | Colorectal | Classification | External H5 | AUC | |
Lymph Node Metastasis Prediction (3 classes) | Colorectal | Classification | External H8 | AUC | |
Lymph Node Metastasis Prediction (3 classes) | Colorectal | Classification | External H14 | AUC | |
Lymph Node Metastasis Prediction (3 classes) | Colorectal | Classification | External H15 | AUC | |
Lymphovascular Invasion | Breast | Classification | Internal | AUC | |
Lymphovascular Invasion | Gastric | Classification | Internal | AUC | |
Malignant Tumor Detection | Gastric | Classification | Internal | AUC | |
Metastatic Lung Cancer Prediction | Lung | Classification | Internal | AUC | |
Metastatic Lung Cancer Prediction | Lung | Classification | External H6 | AUC | |
Metastatic Lung Cancer Prediction | Lung | Classification | External H5 | AUC | |
Microsatellite Instability Prediction | Colorectal | Classification | Internal | AUC | |
Microsatellite Instability Prediction | Colorectal | Classification | External H5 | AUC | |
Microsatellite Instability Prediction | Colorectal | Classification | External H8 | AUC | |
Microsatellite Instability Prediction | Colorectal | Classification | External H14 | AUC | |
Molecular Subtyping | Breast | Classification | Internal | AUC | |
Molecular Subtyping | Breast | Classification | External H9 | AUC | |
Molecular Subtyping | Breast | Classification | External H12 | AUC | |
Molecular Subtyping | Breast | Classification | Internal | AUC | |
MTM-HCC Classification | Liver | Classification | Internal | AUC | |
MTM-HCC Classification | Liver | Classification | External H20 | AUC | |
MTM-HCC Classification | Liver | Classification | External H21 | AUC | |
MTM-HCC Classification | Liver | Classification | External H22 | AUC | |
Neural Invasion | Lung | Classification | Internal | AUC | |
NSCLC Subtyping | Lung | Classification | Internal | AUC | |
Overall Survival | Breast | OS Prediction | Internal | C-Index | |
Overall Survival | Breast | OS Prediction | Internal | C-Index | |
Overall Survival | Colorectal | OS Prediction | Internal | C-Index | |
Overall Survival | Gastric | OS Prediction | Internal | C-Index | |
Overall Survival | Liver | OS Prediction | Internal | C-Index | |
Overall Survival | Thyroid | OS Prediction | Internal | C-Index | |
Pathological Complete Response | Breast | Classification | Internal | AUC | |
Pathological Complete Response | Breast | Classification | Internal | AUC | |
Pathological Subtyping | Gastric | Classification | Internal | AUC | |
Pathological Subtyping | Gastric | Classification | External H2 | AUC | |
PD-L1 Expression Prediction | Colorectal | Classification | Internal | AUC | |
Perineural Invasion | Breast | Classification | Internal | AUC | |
Perineural Invasion | Gastric | Classification | Internal | AUC | |
Perineural Invasion | Gastric | Classification | External H4 | AUC | |
Perineural Invasion | Gastric | Classification | External H3 | AUC | |
Perineural Invasion | Gastric | Classification | External H2 | AUC | |
Perineural Invasion Detection | Colorectal | Classification | Internal | AUC | |
Perineural Invasion Detection | Colorectal | Classification | External H16 | AUC | |
Perineural Invasion Detection | Colorectal | Classification | External H5 | AUC | |
Perineural Invasion Detection | Colorectal | Classification | External H14 | AUC | |
Perineural Invasion Detection | Colorectal | Classification | External H15 | AUC | |
Polyp Detection | Gastric | Classification | Internal | AUC | |
Polyp Detection | Gastric | Classification | External H1 Biopsy | AUC | |
Polyp Detection | Gastric | Classification | Prospective H1 | AUC | |
Primary Site Prediction | Lung | Classification | Internal | AUC | |
Primary Site Prediction | Lung | Classification | External H6 | AUC | |
Primary Site Prediction | Lung | Classification | External H5 | AUC | |
Regional Lymph Node Metastasis | Breast | Classification | Internal | AUC | |
Regional Lymph Node Metastasis | Breast | Classification | External H9 | AUC | |
Regional Lymph Node Metastasis | Breast | Classification | External H1 | AUC | |
Regional Lymph Node Metastasis Prediction | Gastric | Classification | Internal | AUC | |
Regional Lymph Node Metastasis Prediction | Gastric | Classification | External H4 | AUC | |
Regional Lymph Node Metastasis Prediction | Gastric | Classification | External H3 | AUC | |
Regional Lymph Node Metastasis Prediction | Gastric | Classification | External H2 | AUC | |
Spread Through Air Spaces | Lung | Classification | Internal | AUC | |
Tissue Category Classification | Colorectal | Classification | Internal | AUC | |
Tissue Category Classification | Colorectal | Classification | Prospective H1 | AUC | |
TNM Staging | Colorectal | Classification | Internal | AUC | |
TNM Staging | Colorectal | Classification | External H16 | AUC | |
TNM Staging | Colorectal | Classification | External H8 | AUC | |
TNM Staging | Colorectal | Classification | External H14 | AUC | |
TNM Staging | Colorectal | Classification | External H15 | AUC | |
TNM-T Stage Prediction | Thyroid | Classification | Internal | AUC | |
TNM-T Stage Prediction | Thyroid | Classification | External H8 | AUC | |
Tumor Invasion Depth Prediction | Gastric | Classification | Internal | AUC | |
Tumor Invasion Depth Prediction | Gastric | Classification | External H4 | AUC | |
Tumor Invasion Depth Prediction | Gastric | Classification | External H3 | AUC | |
Tumor Invasion Depth Prediction | Gastric | Classification | External H2 | AUC | |
Tumor Invasion Depth Prediction (2 classes) | Colorectal | Classification | Internal | AUC | |
Tumor Invasion Depth Prediction (2 classes) | Colorectal | Classification | External H16 | AUC | |
Tumor Invasion Depth Prediction (2 classes) | Colorectal | Classification | External H5 | AUC | |
Tumor Invasion Depth Prediction (2 classes) | Colorectal | Classification | External H8 | AUC | |
Tumor Invasion Depth Prediction (2 classes) | Colorectal | Classification | External H14 | AUC | |
Tumor Invasion Depth Prediction (2 classes) | Colorectal | Classification | External H15 | AUC | |
Tumor Invasion Depth Prediction (4 classes) | Colorectal | Classification | Internal | AUC | |
Tumor Invasion Depth Prediction (4 classes) | Colorectal | Classification | External H16 | AUC | |
Tumor Invasion Depth Prediction (4 classes) | Colorectal | Classification | External H5 | AUC | |
Tumor Invasion Depth Prediction (4 classes) | Colorectal | Classification | External H8 | AUC | |
Tumor Invasion Depth Prediction (4 classes) | Colorectal | Classification | External H14 | AUC | |
Tumor Invasion Depth Prediction (4 classes) | Colorectal | Classification | External H15 | AUC | |
Tumor Mutational Burden Prediction | Colorectal | Classification | Internal | AUC | |
Tumor Regression Grading | Colorectal | Classification | Internal | AUC | |
Ulcer Detection | Colorectal | Classification | Internal | AUC | |
Ulcer Detection | Colorectal | Classification | Prospective H1 | AUC | |
Ulcer Detection | Gastric | Classification | Internal | AUC | |
Ulcer Detection | Gastric | Classification | External H1 Biopsy | AUC | |
Ulcer Detection | Gastric | Classification | Prospective H1 | AUC | |
Vascular Invasion | Gastric | Classification | Internal | AUC | |
Vascular Invasion | Gastric | Classification | External H4 | AUC | |
Vascular Invasion | Gastric | Classification | External H3 | AUC | |
Vascular Thrombus | Lung | Classification | Internal | AUC | |
Vessel Carcinoma Embolus | Liver | Classification | Internal | AUC | |
Vessel Carcinoma Embolus Detection | Colorectal | Classification | Internal | AUC | |
Vessel Carcinoma Embolus Detection | Colorectal | Classification | External H16 | AUC | |
Vessel Carcinoma Embolus Detection | Colorectal | Classification | External H5 | AUC | |
Vessel Carcinoma Embolus Detection | Colorectal | Classification | External H14 | AUC | |
Vessel Carcinoma Embolus Detection | Colorectal | Classification | External H15 | AUC | |
WHO Grading | Liver | Classification | Internal | AUC | |
WHO Grading | Brain | Classification | Internal | AUC |