# Environmental Sound Classification on DCASE 2019 Source: [Environmental Sound Classification on DCASE 2019]() Collection index: [llms.txt]() Data updated: 2026-06-23T07:44:11.194Z Evaluation of environmental sound classification performance using the DCASE 2019 dataset, measured by Accuracy (Acc) and ASR. 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 | Environmental Sound Classification | | Dataset (including any stated split) | DCASE 2019 | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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. - [ASR](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FGSM | 15.27 | Not recorded | 6a3a1315206542251d7c6fda | | FGSM | 13.31 | Not recorded | 6a3a1315206542251d7c6fda | | PGD | 11.91 | Not recorded | 6a3a1315206542251d7c6fda | | PGD | 6.59 | Not recorded | 6a3a1315206542251d7c6fda | | FAPG | 4.34 | Not recorded | 6a3a1315206542251d7c6fda | | CGAN | 4.12 | Not recorded | 6a3a1315206542251d7c6fda | | FAPG | 2.95 | Not recorded | 6a3a1315206542251d7c6fda | | CGAN | 1.2 | Not recorded | 6a3a1315206542251d7c6fda | | DAC-GAN | 0.32 | Not recorded | 6a3a1315206542251d7c6fda | | CW | 0.31 | Not recorded | 6a3a1315206542251d7c6fda | | CW | 0.24 | Not recorded | 6a3a1315206542251d7c6fda | | DAC-GAN | 0 | Not recorded | 6a3a1315206542251d7c6fda | ### FGSM Accuracy: 15.27. Result ID: 6a3a383afbc373592c34227c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Setting":"Targeted","Victim Model":"PANNs CNN14","Time (sec)":"1.8900"}. This record does not assert independent reproduction. ### FGSM Accuracy: 13.31. Result ID: 6a3a383afbc373592c342276. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Setting":"Untargeted","Victim Model":"PANNs CNN14","Time (sec)":"1.8900"}. This record does not assert independent reproduction. ### PGD Accuracy: 11.91. Result ID: 6a3a383afbc373592c34227d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Setting":"Targeted","Victim Model":"PANNs CNN14","Time (sec)":"6.5500"}. This record does not assert independent reproduction. ### PGD Accuracy: 6.59. Result ID: 6a3a383afbc373592c342277. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Setting":"Untargeted","Victim Model":"PANNs CNN14","Time (sec)":"6.5500"}. This record does not assert independent reproduction. ### FAPG Accuracy: 4.34. Result ID: 6a3a383afbc373592c34227f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Setting":"Targeted","Victim Model":"PANNs CNN14","Time (sec)":"0.0097"}. This record does not assert independent reproduction. ### CGAN Accuracy: 4.12. Result ID: 6a3a383afbc373592c342280. [Reporting paper]() Recorded evaluation configuration: {"Attack Setting":"Targeted","Victim Model":"PANNs CNN14","Time (sec)":"0.0232"}. This record does not assert independent reproduction. ### FAPG Accuracy: 2.95. Result ID: 6a3a383afbc373592c342279. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Setting":"Untargeted","Victim Model":"PANNs CNN14","Time (sec)":"0.0097"}. This record does not assert independent reproduction. ### CGAN Accuracy: 1.2. Result ID: 6a3a383afbc373592c34227a. [Reporting paper]() Recorded evaluation configuration: {"Attack Setting":"Untargeted","Victim Model":"PANNs CNN14","Time (sec)":"0.0232"}. This record does not assert independent reproduction. ### DAC-GAN Accuracy: 0.32. Result ID: 6a3a383afbc373592c342281. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Setting":"Targeted","Victim Model":"PANNs CNN14","Time (sec)":"0.0056"}. This record does not assert independent reproduction. ### CW Accuracy: 0.31. Result ID: 6a3a383afbc373592c342278. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Setting":"Untargeted","Victim Model":"PANNs CNN14","Time (sec)":"38.5500"}. This record does not assert independent reproduction. ### CW Accuracy: 0.24. Result ID: 6a3a383afbc373592c34227e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Setting":"Targeted","Victim Model":"PANNs CNN14","Time (sec)":"38.5500"}. This record does not assert independent reproduction. ### DAC-GAN Accuracy: 0. Result ID: 6a3a383afbc373592c34227b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Setting":"Untargeted","Victim Model":"PANNs CNN14","Time (sec)":"0.0056"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.