Gastric cancer
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Intestinal Metaplasia Classification | gastric cancer H7 (internal cohort) | Mean AUC0.9643 | 23 | |
| Normal/Abnormal Classification | gastric cancer H7 (internal cohort) | Mean AUC0.9319 | 23 | |
| Perineural Invasion Detection | Gastric Cancer External Cohort H3 (evaluation) | Mean AUC0.852 | 23 | |
| Perineural Invasion Detection | Gastric Cancer Internal Cohort H1 (evaluation) | Mean AUC0.9404 | 23 | |
| Vascular Invasion Detection | Gastric Cancer Cohort H3 (external) | Mean AUC74.97 | 23 | |
| Cancer Grading | Gastric Cancer H4 (external cohort) | Mean AUC0.8626 | 23 | |
| Cancer Grading | Gastric Cancer H3 (external cohort) | Mean AUC0.8707 | 23 | |
| Cancer Grading | Gastric Cancer H1 (Internal Cohort) | Mean AUC0.8834 | 23 | |
| TNM-N Staging (N0/N+) | Gastric Cancer H3 external cohort | AUC0.7665 | 23 | |
| TNM-N Staging (N0/N+) | Gastric Cancer H1 internal cohort | Mean AUC0.8025 | 23 | |
| Pathological Subtyping | Gastric Cancer H3 (external) | Mean AUC0.7367 | 23 | |
| Pathological Subtyping | Gastric Cancer Internal cohort H1 | Mean AUC0.8159 | 23 | |
| S-100 Status Prediction | Gastric Cancer Internal Cohort H1+H3+H4 (test) | Mean AUC0.8502 | 23 | |
| HER2 Status Prediction | Gastric Cancer Internal Cohort H1+H3+H4 (test) | Mean AUC0.6179 | 23 | |
| Survival prediction | Gastric cancer | AUC66 | 4 | |
| Tumour staging | Gastric cancer | AUC0.77 | 4 | |
| Gastric cancer classification | Gastric cancer dataset | Sensitivity100 | 3 |
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