# Imbalanced Classification on mammography Source: [Imbalanced Classification on mammography]() Collection index: [llms.txt]() Data updated: 2026-03-17T08:59:00.439Z Evaluation of Imbalanced Classification performance on the mammography dataset, reporting F1-Score. 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 | Imbalanced Classification | | Dataset (including any stated split) | mammography | | Metric | F1 Score | | 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 - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 Score | Result date | Report paper | | --- | --- | --- | --- | | RF | 81.5 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | SMOTE-SVM | 79.4 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | ROS | 77.2 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | TVAE | 76.2 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | MSMOTE | 75.9 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | SMOTE-LVQ | 75.2 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | SMOTE-POLYNOM | 75 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | CTGAN | 74.5 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | SMOTE-ENN | 74 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | SMOTE | 73.2 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | COPULA-GAN | 72.1 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | DE | 68.3 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | DPG-da | 55.4 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | SMOTE-SVM | 0.794 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | ROS | 0.772 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | TVAE | 0.762 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | MSMOTE | 0.759 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | SMOTE-LVQ | 0.752 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | SMOTE-POLYNOM | 0.75 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | CTGAN | 0.745 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | SMOTE-ENN | 0.74 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | SMOTE | 0.732 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | COPULA-GAN | 0.721 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | DE | 0.683 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | DPG-da | 0.554 | Not recorded | 69b8dff40636e5bf4afbe8f1 | ### RF F1 Score: 81.5. Result ID: 69b917c547f34ce924a1ced9. [Reporting paper]() Recorded evaluation configuration: {"Augmentation level":"0%"}. This record does not assert independent reproduction. ### SMOTE-SVM F1 Score: 79.4. Result ID: 69b917c547f34ce924a1cee4. [Reporting paper]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### ROS F1 Score: 77.2. Result ID: 69b917c547f34ce924a1cee2. [Reporting paper]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### TVAE F1 Score: 76.2. Result ID: 69b917c547f34ce924a1cee3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### MSMOTE F1 Score: 75.9. Result ID: 69b917c547f34ce924a1cedc. [Reporting paper]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### SMOTE-LVQ F1 Score: 75.2. Result ID: 69b917c547f34ce924a1cedd. [Reporting paper]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### SMOTE-POLYNOM F1 Score: 75. Result ID: 69b917c547f34ce924a1cee0. [Reporting paper]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### CTGAN F1 Score: 74.5. Result ID: 69b917c547f34ce924a1cedf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### SMOTE-ENN F1 Score: 74. Result ID: 69b917c547f34ce924a1cedb. [Reporting paper]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### SMOTE F1 Score: 73.2. Result ID: 69b917c547f34ce924a1cee1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### COPULA-GAN F1 Score: 72.1. Result ID: 69b917c547f34ce924a1cede. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### DE F1 Score: 68.3. Result ID: 69b917c547f34ce924a1ceda. [Reporting paper]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### DPG-da F1 Score: 55.4. Result ID: 69b917c547f34ce924a1cee5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### SMOTE-SVM F1 Score: 0.794. Result ID: 69b917c547f34ce924a1d038. [Reporting paper]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### ROS F1 Score: 0.772. Result ID: 69b917c547f34ce924a1d036. [Reporting paper]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### TVAE F1 Score: 0.762. Result ID: 69b917c547f34ce924a1d037. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### MSMOTE F1 Score: 0.759. Result ID: 69b917c547f34ce924a1d030. [Reporting paper]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### SMOTE-LVQ F1 Score: 0.752. Result ID: 69b917c547f34ce924a1d031. [Reporting paper]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### SMOTE-POLYNOM F1 Score: 0.75. Result ID: 69b917c547f34ce924a1d034. [Reporting paper]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### CTGAN F1 Score: 0.745. Result ID: 69b917c547f34ce924a1d033. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### SMOTE-ENN F1 Score: 0.74. Result ID: 69b917c547f34ce924a1d02f. [Reporting paper]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### SMOTE F1 Score: 0.732. Result ID: 69b917c547f34ce924a1d035. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### COPULA-GAN F1 Score: 0.721. Result ID: 69b917c547f34ce924a1d032. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### DE F1 Score: 0.683. Result ID: 69b917c547f34ce924a1d02e. [Reporting paper]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### DPG-da F1 Score: 0.554. Result ID: 69b917c547f34ce924a1d039. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.