# Tissue subtyping on PANDA C=6 Source: [Tissue subtyping on PANDA C=6]() Collection index: [llms.txt]() Data updated: 2026-03-24T10:44:35.672Z Evaluation of models performing tissue subtyping on the PANDA C=6 dataset configuration, typically measured using Weighted Kappa and Average metrics. 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 | Tissue subtyping | | Dataset (including any stated split) | PANDA C=6 | | Metric | Weighted Kappa | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [Weighted Kappa](): Higher is better; unit: PERCENT. - [Average Metric](): Higher is better; unit: PERCENT. ## Recorded results | Method | Weighted Kappa | Result date | Report paper | | --- | --- | --- | --- | | ABMIL | 94.28 | Not recorded | 69c21ad70636e5bf4afc4d7e | | ILRA | 94.07 | Not recorded | 69c21ad70636e5bf4afc4d7e | | TransMIL | 93.68 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Mean Pooling | 93.52 | Not recorded | 69c21ad70636e5bf4afc4d7e | | CLAM | 93.26 | Not recorded | 69c21ad70636e5bf4afc4d7e | | ABMIL | 93.12 | Not recorded | 69c21ad70636e5bf4afc4d7e | | DSMIL | 92.96 | Not recorded | 69c21ad70636e5bf4afc4d7e | | DSMIL | 92.78 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Mean Pooling | 92.67 | Not recorded | 69c21ad70636e5bf4afc4d7e | | CLAM | 92.6 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Max Pooling | 92.34 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Transformer | 91.9 | Not recorded | 69c21ad70636e5bf4afc4d7e | | ILRA | 91.89 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Transformer | 91.39 | Not recorded | 69c21ad70636e5bf4afc4d7e | | TransMIL | 90.75 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Max Pooling | 88.79 | Not recorded | 69c21ad70636e5bf4afc4d7e | ### ABMIL Weighted Kappa: 94.28. Result ID: 69c2692647f34ce924aa60ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH"}. This record does not assert independent reproduction. ### ILRA Weighted Kappa: 94.07. Result ID: 69c2692647f34ce924aa60b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH"}. This record does not assert independent reproduction. ### TransMIL Weighted Kappa: 93.68. Result ID: 69c2692647f34ce924aa60af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH"}. This record does not assert independent reproduction. ### Mean Pooling Weighted Kappa: 93.52. Result ID: 69c2692647f34ce924aa60b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH"}. This record does not assert independent reproduction. ### CLAM Weighted Kappa: 93.26. Result ID: 69c2692647f34ce924aa60ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH"}. This record does not assert independent reproduction. ### ABMIL Weighted Kappa: 93.12. Result ID: 69c2692647f34ce924aa60aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### DSMIL Weighted Kappa: 92.96. Result ID: 69c2692647f34ce924aa60b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH"}. This record does not assert independent reproduction. ### DSMIL Weighted Kappa: 92.78. Result ID: 69c2692647f34ce924aa60b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### Mean Pooling Weighted Kappa: 92.67. Result ID: 69c2692647f34ce924aa60b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### CLAM Weighted Kappa: 92.6. Result ID: 69c2692647f34ce924aa60ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### Max Pooling Weighted Kappa: 92.34. Result ID: 69c2692647f34ce924aa60b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH"}. This record does not assert independent reproduction. ### Transformer Weighted Kappa: 91.9. Result ID: 69c2692647f34ce924aa60b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH"}. This record does not assert independent reproduction. ### ILRA Weighted Kappa: 91.89. Result ID: 69c2692647f34ce924aa60b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### Transformer Weighted Kappa: 91.39. Result ID: 69c2692647f34ce924aa60b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### TransMIL Weighted Kappa: 90.75. Result ID: 69c2692647f34ce924aa60ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### Max Pooling Weighted Kappa: 88.79. Result ID: 69c2692647f34ce924aa60b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.