# Histopathology Classification on TCGA (test) Source: [Histopathology Classification on TCGA (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:42:50.450Z Evaluation of Histopathology Classification performance on the test split of the TCGA dataset, reporting detailed F1 scores across prognosis categories (Good, Intermediate, Poor) and Nontumor classes. 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 | Histopathology Classification | | Dataset (including any stated split) | TCGA (test) | | Metric | F1 (Good prognosis) | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 - [F1 (Good prognosis)](): Higher is better; unit: SCALAR. - [F1 (Intermediate prognosis)](): Higher is better; unit: SCALAR. - [F1 (Poor prognosis)](): Higher is better; unit: SCALAR. - [F1 (Nontumor)](): Higher is better; unit: SCALAR. - [Weighted F1](): Higher is better; unit: SCALAR. - [Macro F1](): Higher is better; unit: SCALAR. ## Recorded results | Method | F1 (Good prognosis) | Result date | Report paper | | --- | --- | --- | --- | | LDM synthetic augmentation | 0.769 | Not recorded | 697846b3a2b28e761d87c613 | | Macenko stain augmentation | 0.76 | Not recorded | 697846b3a2b28e761d87c613 | | Standard augmentation | 0.756 | Not recorded | 697846b3a2b28e761d87c613 | | No augmentation | 0.754 | Not recorded | 697846b3a2b28e761d87c613 | | Color jittering | 0.753 | Not recorded | 697846b3a2b28e761d87c613 | | LDM synthetic + Vahadane stain augmentation | 0.731 | Not recorded | 697846b3a2b28e761d87c613 | | Geometric transformation | 0.73 | Not recorded | 697846b3a2b28e761d87c613 | | Vahadane stain augmentation | 0.726 | Not recorded | 697846b3a2b28e761d87c613 | | LDM synthetic + Macenko stain augmentation | 0.722 | Not recorded | 697846b3a2b28e761d87c613 | | UNI + logistic regression | 0.597 | Not recorded | 697846b3a2b28e761d87c613 | ### LDM synthetic augmentation F1 (Good prognosis): 0.769. Result ID: 699793755698665ec4e8f403. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Augmentation Strategy":"LDM synthetic"}. This record does not assert independent reproduction. ### Macenko stain augmentation F1 (Good prognosis): 0.76. Result ID: 699793755698665ec4e8f401. [Reporting paper]() Recorded evaluation configuration: {"Augmentation Strategy":"Macenko stain normalization"}. This record does not assert independent reproduction. ### Standard augmentation F1 (Good prognosis): 0.756. Result ID: 699793755698665ec4e8f400. [Reporting paper]() Recorded evaluation configuration: {"Augmentation Strategy":"Standard"}. This record does not assert independent reproduction. ### No augmentation F1 (Good prognosis): 0.754. Result ID: 699793755698665ec4e8f3fd. [Reporting paper]() Recorded evaluation configuration: {"Augmentation Strategy":"None"}. This record does not assert independent reproduction. ### Color jittering F1 (Good prognosis): 0.753. Result ID: 699793755698665ec4e8f3ff. [Reporting paper]() Recorded evaluation configuration: {"Augmentation Strategy":"Color jittering"}. This record does not assert independent reproduction. ### LDM synthetic + Vahadane stain augmentation F1 (Good prognosis): 0.731. Result ID: 699793755698665ec4e8f405. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Augmentation Strategy":"LDM synthetic + Vahadane"}. This record does not assert independent reproduction. ### Geometric transformation F1 (Good prognosis): 0.73. Result ID: 699793755698665ec4e8f3fe. [Reporting paper]() Recorded evaluation configuration: {"Augmentation Strategy":"Geometric transformation"}. This record does not assert independent reproduction. ### Vahadane stain augmentation F1 (Good prognosis): 0.726. Result ID: 699793755698665ec4e8f402. [Reporting paper]() Recorded evaluation configuration: {"Augmentation Strategy":"Vahadane stain normalization"}. This record does not assert independent reproduction. ### LDM synthetic + Macenko stain augmentation F1 (Good prognosis): 0.722. Result ID: 699793755698665ec4e8f404. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Augmentation Strategy":"LDM synthetic + Macenko"}. This record does not assert independent reproduction. ### UNI + logistic regression F1 (Good prognosis): 0.597. Result ID: 699793755698665ec4e8f3fc. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"UNI","Classifier":"logistic regression"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.