# Brain Tumor Classification on TCGA Source: [Brain Tumor Classification on TCGA]() Collection index: [llms.txt]() Data updated: 2026-03-04T14:19:13.405Z Evaluation of brain tumor classification performance on the TCGA dataset, reporting precision, recall, and F1 scores stratified across Oligodendroglioma (Oligo), Astrocytoma (Astro), and Glioblastoma Multiforme (GBM) subtypes, along with macro averages. 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 | Brain tumor classification | | Dataset (including any stated split) | TCGA | | Metric | Oligo Precision | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 - [Oligo Precision](): Higher is better; unit: PERCENT. - [Oligo Recall](): Higher is better; unit: PERCENT. - [Oligo F1 Score](): Higher is better; unit: PERCENT. - [Astro Precision](): Higher is better; unit: PERCENT. - [Astro Recall](): Higher is better; unit: PERCENT. - [Astro F1 Score](): Higher is better; unit: PERCENT. - [GBM Precision](): Higher is better; unit: PERCENT. - [GBM Recall](): Higher is better; unit: PERCENT. - [GBM F1 Score](): Higher is better; unit: PERCENT. - [Macro Precision](): Higher is better; unit: PERCENT. - [Macro Recall](): Higher is better; unit: PERCENT. - [Macro F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Oligo Precision | Result date | Report paper | | --- | --- | --- | --- | | PM-EF\_WG | 77.9 | Not recorded | 69a66c622d603e6de3e3d206 | | S4MIL | 67.5 | Not recorded | 69a66c622d603e6de3e3d206 | | CLAM | 65.2 | Not recorded | 69a66c622d603e6de3e3d206 | | MambaMIL | 63.4 | Not recorded | 69a66c622d603e6de3e3d206 | | EF\_W | 59.2 | Not recorded | 69a66c622d603e6de3e3d206 | | PM-SG\_WG | 56.9 | Not recorded | 69a66c622d603e6de3e3d206 | | SG\_W | 55.7 | Not recorded | 69a66c622d603e6de3e3d206 | | TransMIL | 52.6 | Not recorded | 69a66c622d603e6de3e3d206 | ### PM-EF\_WG Oligo Precision: 77.9. Result ID: 69a83f5f6dbb7075b94f02be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"PathMoE","Modality":"WSI visual + Graph (WG)"}. This record does not assert independent reproduction. ### S4MIL Oligo Precision: 67.5. Result ID: 69a83f5f6dbb7075b94f02ba. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CLAM Oligo Precision: 65.2. Result ID: 69a83f5f6dbb7075b94f02b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MambaMIL Oligo Precision: 63.4. Result ID: 69a83f5f6dbb7075b94f02b9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EF\_W Oligo Precision: 59.2. Result ID: 69a83f5f6dbb7075b94f02bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"WSI visual (W)"}. This record does not assert independent reproduction. ### PM-SG\_WG Oligo Precision: 56.9. Result ID: 69a83f5f6dbb7075b94f02bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"PathMoE","Modality":"WSI visual + Graph (WG)"}. This record does not assert independent reproduction. ### SG\_W Oligo Precision: 55.7. Result ID: 69a83f5f6dbb7075b94f02bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"WSI visual (W)"}. This record does not assert independent reproduction. ### TransMIL Oligo Precision: 52.6. Result ID: 69a83f5f6dbb7075b94f02bb. [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.