# Ternary Chronic Classification on ICBHI 2017 (train-val) Source: [Ternary Chronic Classification on ICBHI 2017 (train-val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:04:39.021Z Evaluation of Ternary Chronic Classification performance on the training and validation splits of the ICBHI 2017 dataset, reporting metrics such as Accuracy, Specificity, Sensitivity, and the ICBHI 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 | Ternary Chronic Classification | | Dataset (including any stated split) | ICBHI 2017 (train-val) | | Metric | Specificity | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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 - [Specificity](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. - [Sensitivity](): Higher is better; unit: PERCENT. - [ICBHI Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Specificity | Result date | Report paper | | --- | --- | --- | --- | | Lightweight CNN | 100 | Not recorded | 68fa7f781e209131cea9a3f4 | | CNN | 99 | Not recorded | 68fa7f781e209131cea9a3f4 | | CNN-MaE | 86 | Not recorded | 68fa7f781e209131cea9a3f4 | | LSTM | 82 | Not recorded | 68fa7f781e209131cea9a3f4 | | CNN | 76 | Not recorded | 68fa7f781e209131cea9a3f4 | | Ensemble | 71 | Not recorded | 68fa7f781e209131cea9a3f4 | | C-RNN | 57 | Not recorded | 68fa7f781e209131cea9a3f4 | ### Lightweight CNN Specificity: 100. Result ID: 698b93407a967eddb76fb751. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Processing":"Hybrid Scalogram (Proposed)"}. This record does not assert independent reproduction. ### CNN Specificity: 99. Result ID: 698b93407a967eddb76fb750. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Processing":"Mel-spectrogram- VAE \[42\]"}. This record does not assert independent reproduction. ### CNN-MaE Specificity: 86. Result ID: 698b93407a967eddb76fb74c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Processing":"Gammatone Spectrogram \[40\], \[41\]"}. This record does not assert independent reproduction. ### LSTM Specificity: 82. Result ID: 698b93407a967eddb76fb74f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Processing":"MFCC \[38\]"}. This record does not assert independent reproduction. ### CNN Specificity: 76. Result ID: 698b93407a967eddb76fb74e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Processing":"MFCC \[38\]"}. This record does not assert independent reproduction. ### Ensemble Specificity: 71. Result ID: 698b93407a967eddb76fb74d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Processing":"Gammatone Spectrogram \[40\], \[41\]"}. This record does not assert independent reproduction. ### C-RNN Specificity: 57. Result ID: 698b93407a967eddb76fb74b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Processing":"Gammatone Spectrogram \[40\], \[41\]"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.