# Sequence Classification on Breast Cancer dataset Source: [Sequence Classification on Breast Cancer dataset]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:32:29.051Z Evaluation of Sequence Classification performance on the Breast Cancer dataset, reporting standard classification metrics including Accuracy, Precision, Recall, F1 scores, and ROC AUC. 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 | Sequence Classification | | Dataset (including any stated split) | Breast Cancer dataset | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 36 of 36 | | 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. - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [F1 Score (Weighted)](): Higher is better; unit: PERCENT. - [F1 Score (Macro)](): Higher is better; unit: PERCENT. - [ROC AUC](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | CGR-Rips | 86.8 | Not recorded | 693ba1946cfd488761a552f9 | | FCGR | 86.3 | Not recorded | 693ba1946cfd488761a552f9 | | CGR-Rips | 85.8 | Not recorded | 693ba1946cfd488761a552f9 | | CGR-Rips | 85.8 | Not recorded | 693ba1946cfd488761a552f9 | | CGR-Rips | 84.2 | Not recorded | 693ba1946cfd488761a552f9 | | Auto-Encoder | 83.2 | Not recorded | 693ba1946cfd488761a552f9 | | FCGR | 83.1 | Not recorded | 693ba1946cfd488761a552f9 | | CGR-Rips | 82.6 | Not recorded | 693ba1946cfd488761a552f9 | | FCGR | 80.3 | Not recorded | 693ba1946cfd488761a552f9 | | FCGR | 80 | Not recorded | 693ba1946cfd488761a552f9 | | FCGR | 80 | Not recorded | 693ba1946cfd488761a552f9 | | RandomCGR | 80 | Not recorded | 693ba1946cfd488761a552f9 | | RandomCGR | 80 | Not recorded | 693ba1946cfd488761a552f9 | | RandomCGR | 80 | Not recorded | 693ba1946cfd488761a552f9 | | RandomCGR | 80 | Not recorded | 693ba1946cfd488761a552f9 | | CGR-Rips | 80 | Not recorded | 693ba1946cfd488761a552f9 | | WDGRL | 79.4 | Not recorded | 693ba1946cfd488761a552f9 | | RandomCGR | 79.2 | Not recorded | 693ba1946cfd488761a552f9 | | Spike2CGR | 78.3 | Not recorded | 693ba1946cfd488761a552f9 | | Spike2CGR | 78.3 | Not recorded | 693ba1946cfd488761a552f9 | | Spike2CGR | 78.3 | Not recorded | 693ba1946cfd488761a552f9 | | Spike2CGR | 77 | Not recorded | 693ba1946cfd488761a552f9 | | Spike2CGR | 76.5 | Not recorded | 693ba1946cfd488761a552f9 | | SeqVec | 67.4 | Not recorded | 693ba1946cfd488761a552f9 | | OHE | 60.9 | Not recorded | 693ba1946cfd488761a552f9 | | Minimizer | 57.7 | Not recorded | 693ba1946cfd488761a552f9 | | CGR-Rips | 51.1 | Not recorded | 693ba1946cfd488761a552f9 | | Spaced k-mer | 27.6 | Not recorded | 693ba1946cfd488761a552f9 | | Spike2Vec | 24.1 | Not recorded | 693ba1946cfd488761a552f9 | | PWM2Vec | 19.9 | Not recorded | 693ba1946cfd488761a552f9 | | FCGR | 11.6 | Not recorded | 693ba1946cfd488761a552f9 | | Spike2CGR | 11.6 | Not recorded | 693ba1946cfd488761a552f9 | | RandomCGR | 9.5 | Not recorded | 693ba1946cfd488761a552f9 | | FCGR | 8.9 | Not recorded | 693ba1946cfd488761a552f9 | | Spike2CGR | 8.5 | Not recorded | 693ba1946cfd488761a552f9 | | RandomCGR | 2.8 | Not recorded | 693ba1946cfd488761a552f9 | ### CGR-Rips Accuracy: 86.8. Result ID: 6999720d5698665ec4e04b02. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Image Based","DL Model":"RESNET","Training Runtime (sec)":"49751.61"}. This record does not assert independent reproduction. ### FCGR Accuracy: 86.3. Result ID: 6999720d5698665ec4e04ae9. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Image Based","DL Model":"1 Layer CNN","Training Runtime (sec)":"5410.357"}. This record does not assert independent reproduction. ### CGR-Rips Accuracy: 85.8. Result ID: 6999720d5698665ec4e04afe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Image Based","DL Model":"1 Layer CNN","Training Runtime (sec)":"5254.71"}. This record does not assert independent reproduction. ### CGR-Rips Accuracy: 85.8. Result ID: 6999720d5698665ec4e04b00. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Image Based","DL Model":"4 Layer CNN","Training Runtime (sec)":"46104.01"}. This record does not assert independent reproduction. ### CGR-Rips Accuracy: 84.2. Result ID: 6999720d5698665ec4e04b01. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Image Based","DL Model":"VGG","Training Runtime (sec)":"63290.28"}. This record does not assert independent reproduction. ### Auto-Encoder Accuracy: 83.2. Result ID: 6999720d5698665ec4e04ae7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"Vector Based","DL Model":"None","Training Runtime (sec)":"0.067"}. This record does not assert independent reproduction. ### FCGR Accuracy: 83.1. Result ID: 6999720d5698665ec4e04aeb. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Image Based","DL Model":"4 Layer CNN","Training Runtime (sec)":"56873.749"}. This record does not assert independent reproduction. ### CGR-Rips Accuracy: 82.6. Result ID: 6999720d5698665ec4e04aff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Image Based","DL Model":"3 Layer CNN","Training Runtime (sec)":"45980.53"}. This record does not assert independent reproduction. ### FCGR Accuracy: 80.3. Result ID: 6999720d5698665ec4e04aec. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Image Based","DL Model":"VGG","Training Runtime (sec)":"51234.241"}. This record does not assert independent reproduction. ### FCGR Accuracy: 80. Result ID: 6999720d5698665ec4e04aea. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Image Based","DL Model":"3 Layer CNN","Training Runtime (sec)":"52147.851"}. This record does not assert independent reproduction. ### FCGR Accuracy: 80. Result ID: 6999720d5698665ec4e04aed. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Image Based","DL Model":"RESNET","Training Runtime (sec)":"49715.758"}. This record does not assert independent reproduction. ### RandomCGR Accuracy: 80. Result ID: 6999720d5698665ec4e04af8. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Image Based","DL Model":"3 Layer CNN","Training Runtime (sec)":"53214.341"}. This record does not assert independent reproduction. ### RandomCGR Accuracy: 80. Result ID: 6999720d5698665ec4e04af9. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Image Based","DL Model":"4 Layer CNN","Training Runtime (sec)":"64128.387"}. This record does not assert independent reproduction. ### RandomCGR Accuracy: 80. Result ID: 6999720d5698665ec4e04afa. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Image Based","DL Model":"VGG","Training Runtime (sec)":"53214.524"}. This record does not assert independent reproduction. ### RandomCGR Accuracy: 80. Result ID: 6999720d5698665ec4e04afb. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Image Based","DL Model":"RESNET","Training Runtime (sec)":"55654.851"}. This record does not assert independent reproduction. ### CGR-Rips Accuracy: 80. Result ID: 6999720d5698665ec4e04b03. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Image Based","DL Model":"Efficient Net","Training Runtime (sec)":"9847.85"}. This record does not assert independent reproduction. ### WDGRL Accuracy: 79.4. Result ID: 6999720d5698665ec4e04ae6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Vector Based","DL Model":"None","Training Runtime (sec)":"0.016"}. This record does not assert independent reproduction. ### RandomCGR Accuracy: 79.2. Result ID: 6999720d5698665ec4e04af7. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Image Based","DL Model":"1 Layer CNN","Training Runtime (sec)":"4982.864"}. This record does not assert independent reproduction. ### Spike2CGR Accuracy: 78.3. Result ID: 6999720d5698665ec4e04af0. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Image Based","DL Model":"1 Layer CNN","Training Runtime (sec)":"6547.979"}. This record does not assert independent reproduction. ### Spike2CGR Accuracy: 78.3. Result ID: 6999720d5698665ec4e04af1. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Image Based","DL Model":"3 Layer CNN","Training Runtime (sec)":"55419.449"}. This record does not assert independent reproduction. ### Spike2CGR Accuracy: 78.3. Result ID: 6999720d5698665ec4e04af2. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Image Based","DL Model":"4 Layer CNN","Training Runtime (sec)":"56482.458"}. This record does not assert independent reproduction. ### Spike2CGR Accuracy: 77. Result ID: 6999720d5698665ec4e04af4. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Image Based","DL Model":"RESNET","Training Runtime (sec)":"50179.716"}. This record does not assert independent reproduction. ### Spike2CGR Accuracy: 76.5. Result ID: 6999720d5698665ec4e04af3. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Image Based","DL Model":"VGG","Training Runtime (sec)":"49851.852"}. This record does not assert independent reproduction. ### SeqVec Accuracy: 67.4. Result ID: 6999720d5698665ec4e04ae8. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"LLM","DL Model":"None","Training Runtime (sec)":"22.253"}. This record does not assert independent reproduction. ### OHE Accuracy: 60.9. Result ID: 6999720d5698665ec4e04ae1. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Vector Based","DL Model":"None","Training Runtime (sec)":"0.069"}. This record does not assert independent reproduction. ### Minimizer Accuracy: 57.7. Result ID: 6999720d5698665ec4e04ae3. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Vector Based","DL Model":"None","Training Runtime (sec)":"0.149"}. This record does not assert independent reproduction. ### CGR-Rips Accuracy: 51.1. Result ID: 6999720d5698665ec4e04b04. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Image Based","DL Model":"Dense Net","Training Runtime (sec)":"10393.38"}. This record does not assert independent reproduction. ### Spaced k-mer Accuracy: 27.6. Result ID: 6999720d5698665ec4e04ae4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Vector Based","DL Model":"None","Training Runtime (sec)":"1.036"}. This record does not assert independent reproduction. ### Spike2Vec Accuracy: 24.1. Result ID: 6999720d5698665ec4e04ae2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Vector Based","DL Model":"None","Training Runtime (sec)":"0.133"}. This record does not assert independent reproduction. ### PWM2Vec Accuracy: 19.9. Result ID: 6999720d5698665ec4e04ae5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Vector Based","DL Model":"None","Training Runtime (sec)":"0.618"}. This record does not assert independent reproduction. ### FCGR Accuracy: 11.6. Result ID: 6999720d5698665ec4e04aef. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Image Based","DL Model":"Dense Net","Training Runtime (sec)":"11482.259"}. This record does not assert independent reproduction. ### Spike2CGR Accuracy: 11.6. Result ID: 6999720d5698665ec4e04af6. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Image Based","DL Model":"Dense Net","Training Runtime (sec)":"10248.154"}. This record does not assert independent reproduction. ### RandomCGR Accuracy: 9.5. Result ID: 6999720d5698665ec4e04afd. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Image Based","DL Model":"Dense Net","Training Runtime (sec)":"10247.751"}. This record does not assert independent reproduction. ### FCGR Accuracy: 8.9. Result ID: 6999720d5698665ec4e04aee. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Image Based","DL Model":"Efficient Net","Training Runtime (sec)":"8731.614"}. This record does not assert independent reproduction. ### Spike2CGR Accuracy: 8.5. Result ID: 6999720d5698665ec4e04af5. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Image Based","DL Model":"Efficient Net","Training Runtime (sec)":"9812.984"}. This record does not assert independent reproduction. ### RandomCGR Accuracy: 2.8. Result ID: 6999720d5698665ec4e04afc. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Image Based","DL Model":"Efficient Net","Training Runtime (sec)":"9547.759"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.