# Whole-Slide Image Classification on TCGA-NSCLC Source: [Whole-Slide Image Classification on TCGA-NSCLC]() Collection index: [llms.txt]() Data updated: 2026-05-07T10:03:29.263Z Evaluation of Whole-Slide Image classification performance on the TCGA-NSCLC dataset, reporting metrics such as AUROC, Accuracy, 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-NSCLC | | 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 | | --- | --- | --- | --- | | CLAM | 62.9 | Not recorded | 69fc1cc45497b3b670c88786 | | DSMIL | 61 | Not recorded | 69fc1cc45497b3b670c88786 | | TransMIL | 60.9 | Not recorded | 69fc1cc45497b3b670c88786 | | S4MIL | 60.1 | Not recorded | 69fc1cc45497b3b670c88786 | | GigaPath | 59.9 | Not recorded | 69fc1cc45497b3b670c88786 | | PathRWKV | 59.6 | Not recorded | 69fc1cc45497b3b670c88786 | | PatchGCN | 59.5 | Not recorded | 69fc1cc45497b3b670c88786 | | MambaMIL | 59.4 | Not recorded | 69fc1cc45497b3b670c88786 | | ABMIL | 59 | Not recorded | 69fc1cc45497b3b670c88786 | | DTFD-MIL | 58.7 | Not recorded | 69fc1cc45497b3b670c88786 | | MamMIL | 57.6 | Not recorded | 69fc1cc45497b3b670c88786 | | ZoomMIL | 57.2 | Not recorded | 69fc1cc45497b3b670c88786 | | BatMIL | 57.1 | Not recorded | 69fc1cc45497b3b670c88786 | | HiGT | 55.9 | Not recorded | 69fc1cc45497b3b670c88786 | ### CLAM AUROC: 62.9. Result ID: 69fc635447f34ce924dfa090. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DSMIL AUROC: 61. Result ID: 69fc635447f34ce924dfa091. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TransMIL AUROC: 60.9. Result ID: 69fc635447f34ce924dfa096. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### S4MIL AUROC: 60.1. Result ID: 69fc635447f34ce924dfa098. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GigaPath AUROC: 59.9. Result ID: 69fc635447f34ce924dfa097. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PathRWKV AUROC: 59.6. Result ID: 69fc635447f34ce924dfa09b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PatchGCN AUROC: 59.5. Result ID: 69fc635447f34ce924dfa093. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MambaMIL AUROC: 59.4. Result ID: 69fc635447f34ce924dfa099. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ABMIL AUROC: 59. Result ID: 69fc635447f34ce924dfa08f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DTFD-MIL AUROC: 58.7. Result ID: 69fc635447f34ce924dfa092. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MamMIL AUROC: 57.6. Result ID: 69fc635447f34ce924dfa09a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ZoomMIL AUROC: 57.2. Result ID: 69fc635447f34ce924dfa094. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BatMIL AUROC: 57.1. Result ID: 69fc635447f34ce924dfa09c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HiGT AUROC: 55.9. Result ID: 69fc635447f34ce924dfa095. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. 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