# Whole Slide Image Classification on TCGA-BLCA Source: [Whole Slide Image Classification on TCGA-BLCA]() Collection index: [llms.txt]() Data updated: 2026-05-07T10:03:29.225Z Evaluation of Whole Slide Image classification performance on the TCGA-BLCA (Bladder Urothelial Carcinoma) cohort, reporting standard classification metrics. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Whole-Slide Image Classification | | Dataset (including any stated split) | TCGA-BLCA | | Metric | AUROC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [AUROC](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. - [F1-Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUROC | Result date | Report paper | | --- | --- | --- | --- | | BatMIL | 99.7 | Not recorded | 69fc1cc45497b3b670c88786 | | DTFD-MIL | 99.4 | Not recorded | 69fc1cc45497b3b670c88786 | | PathRWKV | 99.1 | Not recorded | 69fc1cc45497b3b670c88786 | | CLAM | 98.6 | Not recorded | 69fc1cc45497b3b670c88786 | | TransMIL | 98.5 | Not recorded | 69fc1cc45497b3b670c88786 | | ABMIL | 98.3 | Not recorded | 69fc1cc45497b3b670c88786 | | GigaPath | 97.7 | Not recorded | 69fc1cc45497b3b670c88786 | | S4MIL | 94.2 | Not recorded | 69fc1cc45497b3b670c88786 | | MamMIL | 93.8 | Not recorded | 69fc1cc45497b3b670c88786 | | ZoomMIL | 92.2 | Not recorded | 69fc1cc45497b3b670c88786 | | PatchGCN | 91.8 | Not recorded | 69fc1cc45497b3b670c88786 | | HiGT | 91.3 | Not recorded | 69fc1cc45497b3b670c88786 | | MambaMIL | 90.4 | Not recorded | 69fc1cc45497b3b670c88786 | | DSMIL | 83.9 | Not recorded | 69fc1cc45497b3b670c88786 | ### BatMIL AUROC: 99.7. Result ID: 69fc635447f34ce924dfa072. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DTFD-MIL AUROC: 99.4. Result ID: 69fc635447f34ce924dfa068. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PathRWKV AUROC: 99.1. Result ID: 69fc635447f34ce924dfa071. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CLAM AUROC: 98.6. Result ID: 69fc635447f34ce924dfa066. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TransMIL AUROC: 98.5. Result ID: 69fc635447f34ce924dfa06c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ABMIL AUROC: 98.3. Result ID: 69fc635447f34ce924dfa065. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GigaPath AUROC: 97.7. Result ID: 69fc635447f34ce924dfa06d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### S4MIL AUROC: 94.2. Result ID: 69fc635447f34ce924dfa06e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MamMIL AUROC: 93.8. Result ID: 69fc635447f34ce924dfa070. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ZoomMIL AUROC: 92.2. Result ID: 69fc635447f34ce924dfa06a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PatchGCN AUROC: 91.8. Result ID: 69fc635447f34ce924dfa069. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HiGT AUROC: 91.3. Result ID: 69fc635447f34ce924dfa06b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MambaMIL AUROC: 90.4. Result ID: 69fc635447f34ce924dfa06f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DSMIL AUROC: 83.9. Result ID: 69fc635447f34ce924dfa067. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.