# Whole Slide Image Classification on TCGA-LUAD Source: [Whole Slide Image Classification on TCGA-LUAD]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:28:59.489Z Evaluation of Whole Slide Image classification performance on the TCGA-LUAD 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 | Whole Slide Image Classification | | Dataset (including any stated split) | TCGA-LUAD | | Metric | Accuracy | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [AUROC](): Higher is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | CLAM MB | 69.01 | Not recorded | 68fa6fe81e209131cea48127 | | Ours (Structured State Space Models) | 68.79 | Not recorded | 68fa6fe81e209131cea48127 | | CLAM SB | 68.59 | Not recorded | 68fa6fe81e209131cea48127 | | TransMIL | 63.48 | Not recorded | 68fa6fe81e209131cea48127 | | Max-pooling | 63.28 | Not recorded | 68fa6fe81e209131cea48127 | | Mean-pooling | 62.61 | Not recorded | 68fa6fe81e209131cea48127 | | Transformer | 57.74 | Not recorded | 68fa6fe81e209131cea48127 | | LSTM | 53.89 | Not recorded | 68fa6fe81e209131cea48127 | ### CLAM MB Accuracy: 69.01. Result ID: 6990f1a83a6c314849047cd4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of parameters":"791 048","Inference time (ms)":"5.85"}. This record does not assert independent reproduction. ### Ours (Structured State Space Models) Accuracy: 68.79. Result ID: 6990f1a83a6c314849047cd6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"state dimension":"128"}. This record does not assert independent reproduction. ### CLAM SB Accuracy: 68.59. Result ID: 6990f1a83a6c314849047cd3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of parameters":"790 791","Inference time (ms)":"0.84"}. This record does not assert independent reproduction. ### TransMIL Accuracy: 63.48. Result ID: 6990f1a83a6c314849047cd5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of parameters":"2 672 146","Inference time (ms)":"8.58"}. This record does not assert independent reproduction. ### Max-pooling Accuracy: 63.28. Result ID: 6990f1a83a6c314849047cd0. [Reporting paper]() Recorded evaluation configuration: {"Number of parameters":"1 025","Inference time (ms)":"77.49"}. This record does not assert independent reproduction. ### Mean-pooling Accuracy: 62.61. Result ID: 6990f1a83a6c314849047ccf. [Reporting paper]() Recorded evaluation configuration: {"Number of parameters":"1 025","Inference time (ms)":"5.60"}. This record does not assert independent reproduction. ### Transformer Accuracy: 57.74. Result ID: 6990f1a83a6c314849047cd1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of parameters":"1 054 978","Inference time (ms)":"2.60"}. This record does not assert independent reproduction. ### LSTM Accuracy: 53.89. Result ID: 6990f1a83a6c314849047cd2. [Reporting paper]() Recorded evaluation configuration: {"Number of parameters":"789 250","Inference time (ms)":"320.52"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.