# Respiratory Sound 4-Class Classification on ICBHI 2017 (60/40) Source: [Respiratory Sound 4-Class Classification on ICBHI 2017 (60/40)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:54:32.723Z Evaluation of respiratory sound classification performance, distinguishing between 4 distinct classes, using the ICBHI 2017 dataset (60/40 split). 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 | Respiratory sound 4-class classification | | Dataset (including any stated split) | ICBHI 2017 (60/40) | | Metric | Overall Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 - [Overall Score](): Higher is better; unit: PERCENT. - [Specificity](): Higher is better; unit: PERCENT. - [Sensitivity](): Higher is better; unit: PERCENT. ## Recorded results | Method | Overall Score | Result date | Report paper | | --- | --- | --- | --- | | RespireNet (CNN+CBA+BRC+FT) | 56.2 | Not recorded | 68fa69e41e209131cea249dc | | RespireNet (CNN+CBA+BRC) | 55.7 | Not recorded | 68fa69e41e209131cea249dc | | RespireNet (CNN base) | 55.2 | Not recorded | 68fa69e41e209131cea249dc | | Ma et al. \[12\] | 52.3 | Not recorded | 68fa69e41e209131cea249dc | | Ma et al. \[11\] | 50.2 | Not recorded | 68fa69e41e209131cea249dc | | Serbes et al. | 49.9 | Not recorded | 68fa69e41e209131cea249dc | | Chambres et al. | 49.4 | Not recorded | 68fa69e41e209131cea249dc | | Jakovljevic et al. | 39.5 | Not recorded | 68fa69e41e209131cea249dc | ### RespireNet (CNN+CBA+BRC+FT) Overall Score: 56.2. Result ID: 698def1cffc3901de099a479. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"architecture":"CNN","augmentation":"Concatenation-based augmentation","clipping":"Blank region clipping","fine-tuning":"device specific"}. This record does not assert independent reproduction. ### RespireNet (CNN+CBA+BRC) Overall Score: 55.7. Result ID: 698def1cffc3901de099a478. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"architecture":"CNN","augmentation":"Concatenation-based augmentation","clipping":"Blank region clipping"}. This record does not assert independent reproduction. ### RespireNet (CNN base) Overall Score: 55.2. Result ID: 698def1cffc3901de099a477. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"architecture":"CNN"}. This record does not assert independent reproduction. ### Ma et al. \[12\] Overall Score: 52.3. Result ID: 698def1cffc3901de099a476. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Ma et al. \[11\] Overall Score: 50.2. Result ID: 698def1cffc3901de099a475. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Serbes et al. Overall Score: 49.9. Result ID: 698def1cffc3901de099a474. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Chambres et al. Overall Score: 49.4. Result ID: 698def1cffc3901de099a473. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Jakovljevic et al. Overall Score: 39.5. Result ID: 698def1cffc3901de099a472. [Reporting paper]() 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.