# ECG multi-label/multi-class classification on PTB-XL 1.0.1 (test) Source: [ECG multi-label/multi-class classification on PTB-XL 1.0.1 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:52.376Z Evaluation of ECG signal classification performance on the test split of PTB-XL version 1.0.1, reporting metrics across primary diagnostic categories (All, Diag, Sub-diag, Super-diag, Form, Rhythm). 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 | ECG multi-label/multi-class classification | | Dataset (including any stated split) | PTB-XL 1.0.1 (test) | | Metric | All Category Accuracy | | Unit | PERCENT | | 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 - [All Category Accuracy](): Higher is better; unit: PERCENT. - [Diag Category Accuracy](): Higher is better; unit: PERCENT. - [Sub-diag Category Accuracy](): Higher is better; unit: PERCENT. - [Super-diag Category Accuracy](): Higher is better; unit: PERCENT. - [Form Category Accuracy](): Higher is better; unit: PERCENT. - [Rhythm Category Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | All Category Accuracy | Result date | Report paper | | --- | --- | --- | --- | | MS-SSM | 93.9 | Not recorded | 6955ff7f53fdd5c36173df50 | | MS-SSM | 93.9 | Not recorded | 6955ff7f53fdd5c36173df50 | | MULTIRESNET | 93.8 | Not recorded | 6955ff7f53fdd5c36173df50 | | S4 | 93.8 | Not recorded | 6955ff7f53fdd5c36173df50 | | Spacetime | 93.6 | Not recorded | 6955ff7f53fdd5c36173df50 | | InceptionTime | 92.5 | Not recorded | 6955ff7f53fdd5c36173df50 | | Mamba | 91.5 | Not recorded | 6955ff7f53fdd5c36173df50 | | LSTM | 90.7 | Not recorded | 6955ff7f53fdd5c36173df50 | | Transformer | 85.7 | Not recorded | 6955ff7f53fdd5c36173df50 | | Wavelet features | 84.9 | Not recorded | 6955ff7f53fdd5c36173df50 | ### MS-SSM All Category Accuracy: 93.9. Result ID: 699931d15698665ec49aa608. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"S4"}. This record does not assert independent reproduction. ### MS-SSM All Category Accuracy: 93.9. Result ID: 699931d15698665ec49aa609. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"S6"}. This record does not assert independent reproduction. ### MULTIRESNET All Category Accuracy: 93.8. Result ID: 699931d15698665ec49aa601. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### S4 All Category Accuracy: 93.8. Result ID: 699931d15698665ec49aa603. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Spacetime All Category Accuracy: 93.6. Result ID: 699931d15698665ec49aa602. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### InceptionTime All Category Accuracy: 92.5. Result ID: 699931d15698665ec49aa604. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Mamba All Category Accuracy: 91.5. Result ID: 699931d15698665ec49aa607. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LSTM All Category Accuracy: 90.7. Result ID: 699931d15698665ec49aa605. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Transformer All Category Accuracy: 85.7. Result ID: 699931d15698665ec49aa600. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Wavelet features All Category Accuracy: 84.9. Result ID: 699931d15698665ec49aa606. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.