# WSI Classification on TCGA-RCC Source: [WSI Classification on TCGA-RCC]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:30:11.821Z Evaluation of Whole Slide Image (WSI) Classification performance on the TCGA-RCC dataset, reporting 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-RCC | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 25 of 25 | | 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. - [Balanced Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | TransMIL | 94.66 | Not recorded | 68fa6fe81e209131cea48127 | | Ours (Structured State Space Models) | 94.26 | Not recorded | 68fa6fe81e209131cea48127 | | Random Feature Reconstruction (RFR) | 91.4 | Not recorded | 68fa6d891e209131cea3a78a | | Random Feature Reconstruction (RFR) | 90.32 | Not recorded | 68fa6d891e209131cea3a78a | | CLAM MB | 89.66 | Not recorded | 68fa6fe81e209131cea48127 | | StreamingCNN | 88.17 | Not recorded | 68fa6d891e209131cea3a78a | | CLAM SB | 88.16 | Not recorded | 68fa6fe81e209131cea48127 | | Max-pooling | 88.03 | Not recorded | 68fa6fe81e209131cea48127 | | CLAM-SB | 87.63 | Not recorded | 68fa6d891e209131cea3a78a | | CLAM-MB | 87.63 | Not recorded | 68fa6d891e209131cea3a78a | | DSMIL | 87.1 | Not recorded | 68fa6d891e209131cea3a78a | | Mean-pooling | 86.08 | Not recorded | 68fa6fe81e209131cea48127 | | GABMIL | 86.02 | Not recorded | 68fa6d891e209131cea3a78a | | Max-pooling | 84.95 | Not recorded | 68fa6d891e209131cea3a78a | | ABMIL | 84.95 | Not recorded | 68fa6d891e209131cea3a78a | | Avg-pooling | 81.72 | Not recorded | 68fa6d891e209131cea3a78a | | Transformer | 79.32 | Not recorded | 68fa6fe81e209131cea48127 | | LSTM | 66.54 | Not recorded | 68fa6fe81e209131cea48127 | ### TransMIL Accuracy: 94.66. Result ID: 6990f1a83a6c314849047cdd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of parameters":"2 672 146","Inference time (ms)":"8.58","source":"results from \[19\]"}. This record does not assert independent reproduction. ### Ours (Structured State Space Models) Accuracy: 94.26. Result ID: 6990f1a83a6c314849047cde. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"state dimension":"128"}. This record does not assert independent reproduction. ### Random Feature Reconstruction (RFR) Accuracy: 91.4. Result ID: 698fb87d3a6c314849fb63c9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"K":4}. This record does not assert independent reproduction. ### Random Feature Reconstruction (RFR) Accuracy: 90.32. Result ID: 698fb87d3a6c314849fb63ca. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"K":8}. This record does not assert independent reproduction. ### CLAM MB Accuracy: 89.66. Result ID: 6990f1a83a6c314849047cdc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of parameters":"791 048","Inference time (ms)":"5.85","source":"results from \[19\]"}. This record does not assert independent reproduction. ### StreamingCNN Accuracy: 88.17. Result ID: 698fb87d3a6c314849fb63c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CLAM SB Accuracy: 88.16. Result ID: 6990f1a83a6c314849047cdb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of parameters":"790 791","Inference time (ms)":"0.84","source":"results from \[19\]"}. This record does not assert independent reproduction. ### Max-pooling Accuracy: 88.03. Result ID: 6990f1a83a6c314849047cd8. [Reporting paper]() Recorded evaluation configuration: {"Number of parameters":"1 025","Inference time (ms)":"77.49"}. This record does not assert independent reproduction. ### CLAM-SB Accuracy: 87.63. Result ID: 698fb87d3a6c314849fb63c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CLAM-MB Accuracy: 87.63. Result ID: 698fb87d3a6c314849fb63c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DSMIL Accuracy: 87.1. Result ID: 698fb87d3a6c314849fb63c5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Mean-pooling Accuracy: 86.08. Result ID: 6990f1a83a6c314849047cd7. [Reporting paper]() Recorded evaluation configuration: {"Number of parameters":"1 025","Inference time (ms)":"5.60"}. This record does not assert independent reproduction. ### GABMIL Accuracy: 86.02. Result ID: 698fb87d3a6c314849fb63c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Max-pooling Accuracy: 84.95. Result ID: 698fb87d3a6c314849fb63c1. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet34","Pooling":"Max"}. This record does not assert independent reproduction. ### ABMIL Accuracy: 84.95. Result ID: 698fb87d3a6c314849fb63c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Avg-pooling Accuracy: 81.72. Result ID: 698fb87d3a6c314849fb63c2. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet34","Pooling":"Average"}. This record does not assert independent reproduction. ### Transformer Accuracy: 79.32. Result ID: 6990f1a83a6c314849047cd9. [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: 66.54. Result ID: 6990f1a83a6c314849047cda. [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.