# WSI Classification on TCGA-NSCLC Source: [WSI Classification on TCGA-NSCLC]() Collection index: [llms.txt]() Data updated: 2026-05-19T10:39:38.153Z Evaluation of Whole Slide Image (WSI) Classification performance on the TCGA-NSCLC dataset, reporting metrics such as Accuracy and AUROC. 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 | WSI Classification | | Dataset (including any stated split) | TCGA-NSCLC | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 28 of 28 | | 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. - [AUROC](): Higher is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | mSTAR | 92.7 | Not recorded | 6993f6029ebc499c97409ac0 | | UNI | 92.03 | Not recorded | 6993f6029ebc499c97409ac0 | | ResTopoMIL | 91.57 | Not recorded | 6a0beee1dbc836b87d82c77b | | GPFM | 91.55 | Not recorded | 6993f6029ebc499c97409ac0 | | CONCH | 91.26 | Not recorded | 6993f6029ebc499c97409ac0 | | STAMP | 90.87 | Not recorded | 6993f6029ebc499c97409ac0 | | GigaPath | 90.78 | Not recorded | 6993f6029ebc499c97409ac0 | | DGR-MIL | 90.36 | Not recorded | 6a0beee1dbc836b87d82c77b | | 2DMambaMIL | 90.08 | Not recorded | 6a0beee1dbc836b87d82c77b | | AB-MIL | 89.88 | Not recorded | 6a0beee1dbc836b87d82c77b | | CHIEF | 89.72 | Not recorded | 6993f6029ebc499c97409ac0 | | TransMIL | 89.33 | Not recorded | 6a0beee1dbc836b87d82c77b | | ILRA-MIL | 89.12 | Not recorded | 6a0beee1dbc836b87d82c77b | | MHIM-MIL | 89.08 | Not recorded | 6a0beee1dbc836b87d82c77b | | CLAM-SB | 88.36 | Not recorded | 6a0beee1dbc836b87d82c77b | | DS-MIL | 88.36 | Not recorded | 6a0beee1dbc836b87d82c77b | | Random Feature Reconstruction (RFR) | 87.85 | Not recorded | 68fa6d891e209131cea3a78a | | Random Feature Reconstruction (RFR) | 87.85 | Not recorded | 68fa6d891e209131cea3a78a | | StreamingCNN | 86.92 | Not recorded | 68fa6d891e209131cea3a78a | | CLAM-MB | 85.98 | Not recorded | 68fa6d891e209131cea3a78a | | PLIP | 84.44 | Not recorded | 6993f6029ebc499c97409ac0 | | GABMIL | 83.64 | Not recorded | 68fa6d891e209131cea3a78a | | Max-pooling | 83.18 | Not recorded | 68fa6d891e209131cea3a78a | | DSMIL | 82.71 | Not recorded | 68fa6d891e209131cea3a78a | | CLAM-SB | 82.24 | Not recorded | 68fa6d891e209131cea3a78a | | MIL-RNN | 81.78 | Not recorded | 68fa6d891e209131cea3a78a | | ABMIL | 80.37 | Not recorded | 68fa6d891e209131cea3a78a | | Avg-pooling | 79.44 | Not recorded | 68fa6d891e209131cea3a78a | ### mSTAR Accuracy: 92.7. Result ID: 699a82b15698665ec40c71a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UNI Accuracy: 92.03. Result ID: 699a82b15698665ec40c71a9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ResTopoMIL Accuracy: 91.57. Result ID: 6a0c3dd0fbc373592c0308d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GPFM Accuracy: 91.55. Result ID: 699a82b15698665ec40c71a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CONCH Accuracy: 91.26. Result ID: 699a82b15698665ec40c71a4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### STAMP Accuracy: 90.87. Result ID: 699a82b15698665ec40c71aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GigaPath Accuracy: 90.78. Result ID: 699a82b15698665ec40c71a8. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DGR-MIL Accuracy: 90.36. Result ID: 6a0c3dd0fbc373592c0308ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### 2DMambaMIL Accuracy: 90.08. Result ID: 6a0c3dd0fbc373592c0308cf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AB-MIL Accuracy: 89.88. Result ID: 6a0c3dd0fbc373592c0308c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CHIEF Accuracy: 89.72. Result ID: 699a82b15698665ec40c71a5. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TransMIL Accuracy: 89.33. Result ID: 6a0c3dd0fbc373592c0308cb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ILRA-MIL Accuracy: 89.12. Result ID: 6a0c3dd0fbc373592c0308cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MHIM-MIL Accuracy: 89.08. Result ID: 6a0c3dd0fbc373592c0308cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CLAM-SB Accuracy: 88.36. Result ID: 6a0c3dd0fbc373592c0308c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DS-MIL Accuracy: 88.36. Result ID: 6a0c3dd0fbc373592c0308ca. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Random Feature Reconstruction (RFR) Accuracy: 87.85. Result ID: 698fb87d3a6c314849fb63bf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"K":4}. This record does not assert independent reproduction. ### Random Feature Reconstruction (RFR) Accuracy: 87.85. Result ID: 698fb87d3a6c314849fb63c0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"K":8}. This record does not assert independent reproduction. ### StreamingCNN Accuracy: 86.92. Result ID: 698fb87d3a6c314849fb63be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CLAM-MB Accuracy: 85.98. Result ID: 698fb87d3a6c314849fb63bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PLIP Accuracy: 84.44. Result ID: 699a82b15698665ec40c71a3. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GABMIL Accuracy: 83.64. Result ID: 698fb87d3a6c314849fb63b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Max-pooling Accuracy: 83.18. Result ID: 698fb87d3a6c314849fb63b6. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet34","Pooling":"Max"}. This record does not assert independent reproduction. ### DSMIL Accuracy: 82.71. Result ID: 698fb87d3a6c314849fb63bb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CLAM-SB Accuracy: 82.24. Result ID: 698fb87d3a6c314849fb63bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MIL-RNN Accuracy: 81.78. Result ID: 698fb87d3a6c314849fb63ba. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ABMIL Accuracy: 80.37. Result ID: 698fb87d3a6c314849fb63b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Avg-pooling Accuracy: 79.44. Result ID: 698fb87d3a6c314849fb63b7. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet34","Pooling":"Average"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.