# Whole Slide Image Classification on TCGA-LGG Source: [Whole Slide Image Classification on TCGA-LGG]() Collection index: [llms.txt]() Data updated: 2026-04-28T08:10:35.630Z Evaluation of Whole Slide Image classification performance on the TCGA-LGG dataset, reporting metrics such as Accuracy, AUC, and F1 score. 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-LGG | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [AUC](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | PathRWKV | 69.13 | Not recorded | 68fa5f751e209131ce9ea0f0 | | SlideAve | 68.81 | Not recorded | 68fa5f751e209131ce9ea0f0 | | SlideMax | 68.81 | Not recorded | 68fa5f751e209131ce9ea0f0 | | MamMIL | 68.5 | Not recorded | 68fa5f751e209131ce9ea0f0 | | DSMIL | 68.47 | Not recorded | 68fa5f751e209131ce9ea0f0 | | GigaPath | 68.46 | Not recorded | 68fa5f751e209131ce9ea0f0 | | TransMIL | 68.44 | Not recorded | 68fa5f751e209131ce9ea0f0 | | DTFD-MIL | 68.15 | Not recorded | 68fa5f751e209131ce9ea0f0 | | ABMIL | 68.14 | Not recorded | 68fa5f751e209131ce9ea0f0 | | MambaMIL | 68.14 | Not recorded | 68fa5f751e209131ce9ea0f0 | | S4MIL | 66.44 | Not recorded | 68fa5f751e209131ce9ea0f0 | | CLAM | 61.07 | Not recorded | 68fa5f751e209131ce9ea0f0 | ### PathRWKV Accuracy: 69.13. Result ID: 69f06acd47f34ce924d62d2b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SlideAve Accuracy: 68.81. Result ID: 69f06acd47f34ce924d62d20. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SlideMax Accuracy: 68.81. Result ID: 69f06acd47f34ce924d62d21. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MamMIL Accuracy: 68.5. Result ID: 69f06acd47f34ce924d62d29. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DSMIL Accuracy: 68.47. Result ID: 69f06acd47f34ce924d62d24. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GigaPath Accuracy: 68.46. Result ID: 69f06acd47f34ce924d62d27. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TransMIL Accuracy: 68.44. Result ID: 69f06acd47f34ce924d62d26. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DTFD-MIL Accuracy: 68.15. Result ID: 69f06acd47f34ce924d62d25. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ABMIL Accuracy: 68.14. Result ID: 69f06acd47f34ce924d62d22. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MambaMIL Accuracy: 68.14. Result ID: 69f06acd47f34ce924d62d2a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### S4MIL Accuracy: 66.44. Result ID: 69f06acd47f34ce924d62d28. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CLAM Accuracy: 61.07. Result ID: 69f06acd47f34ce924d62d23. [Reporting paper]() [Method origin paper]() 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.