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Model Ranking Analysis
Top: Average rankings across tasks | Bottom: Detailed rankings per task (AUC)
All Tasks
Task Name | Organ | Type | Cohort | Metrics | Source | Cases | WSIs | Update Time | Actions |
---|---|---|---|---|---|---|---|---|---|
CK5 Status Prediction for Breast Cancer | Breast | Classification | Internal | AUC | ZJ1 | 961 | 961 | 2025/03/25 | |
Disease-free Survival Prediction for Breast Cancer | Breast | DFS Prediction | External | C-Index | ZJ1 | 454 | 454 | 2025/03/25 | |
Disease-free Survival Prediction for Gastric Cancer | Gastric | DFS Prediction | External | C-Index | YN1 | 260 | 260 | 2025/03/25 | |
ER Level Prediction for Breast Cancer | Breast | Classification | Internal | AUC | ZJ1 | 1548 | 1548 | 2025/03/25 | |
ER Status Prediction for Breast Cancer | Breast | Classification | External | AUC | ZJ1 | 1548 | 1548 | 2025/03/25 | |
HER2 Level Prediction for Breast Cancer | Breast | Classification | Internal | AUC | ZJ1 | 1344 | 1344 | 2025/03/25 | |
HER2 Status Prediction for Breast Cancer | Breast | Classification | External | AUC | ZJ1 | 1344 | 1344 | 2025/03/25 | |
Lauren Subtyping for Gastric Cancer | Gastric | Classification | External | AUC | YN3 | 319 | 319 | 2025/03/25 | |
Lauren Subtyping for Gastric Cancer | Gastric | Classification | External | AUC | NFH | 388 | 388 | 2025/03/25 | |
Metastasis Detection and Primary Site Prediction for Lung Cancer | Lung | Classification | Internal | AUC | NFH | 705 | 705 | 2025/03/25 | |
Metastasis Detection and Primary Site Prediction for Lung Cancer | Lung | Classification | External | AUC | QFS | 430 | 430 | 2025/03/25 | |
Metastasis Detection for Lung Cancer | Lung | Classification | External | AUC | QFS | 430 | 430 | 2025/03/25 | |
Metastasis Detection for Lung Cancer | Lung | Classification | Internal | AUC | NFH | 705 | 705 | 2025/03/25 | |
Molecular Subtyping for Breast Cancer | Breast | Classification | External | AUC | ZJ1 | 2045 | 2045 | 2025/03/25 | |
Overall Survival Prediction for Breast Cancer | Breast | OS Prediction | Internal | C-Index | BRCA | 878 | 878 | 2025/03/25 | |
Overall Survival Prediction for Breast Cancer | Breast | OS Prediction | External | C-Index | ZJ1 | 454 | 454 | 2025/03/25 | |
Pathological Subtyping for Gastric Cancer | Gastric | Classification | External | AUC | YN3 | 315 | 315 | 2025/03/25 | |
Pathological Subtyping for Gastric Cancer | Gastric | Classification | External | AUC | NFH | 385 | 385 | 2025/03/25 | |
Pathological Subtyping for Gastric Cancer | Gastric | Classification | External | AUC | YN1 | 254 | 254 | 2025/03/25 | |
Perineural Invasion Detection for Gastric Cancer | Gastric | Classification | Internal | AUC | NFH | 396 | 396 | 2025/03/25 | |
Perineural Invasion Detection for Gastric Cancer | Gastric | Classification | External | AUC | YN3 | 319 | 319 | 2025/03/25 | |
PR Status Prediction for Breast Cancer | Breast | Classification | External | AUC | ZJ1 | 1556 | 1556 | 2025/03/25 | |
Report Generation for Pan-Cancer | Pan-Cancer | Report Generation | External | BLEU METEOR ROUGE-L | ZJ1 | 250 | 250 | 2025/03/25 | |
Report Generation for Pan-Cancer | Pan-Cancer | Report Generation | External | BLEU METEOR ROUGE-L | NFH | 250 | 250 | 2025/03/25 | |
Vascular Invasion Detection for Gastric Cancer | Gastric | Classification | Internal | AUC | NFH | 395 | 395 | 2025/03/25 | |
Vascular Invasion Detection for Gastric Cancer | Gastric | Classification | External | AUC | YN3 | 319 | 319 | 2025/03/25 |