# Environmental Sound Classification on UrbanSound8k

Source: [Environmental Sound Classification on UrbanSound8k](<https://www.sota2.com/research/sota/environmental-sound-classification-on-urbansound8k>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-06-23T07:39:47.334Z

Evaluation of environmental sound classification performance using the UrbanSound8k dataset, reporting Accuracy and Standard Deviation.

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) | UrbanSound8k |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| 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](<https://www.sota2.com/research/sota/environmental-sound-classification-on-urbansound8k.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Standard Deviation](<https://www.sota2.com/research/sota/environmental-sound-classification-on-urbansound8k.md?metric=Standard%20Deviation>): Lower is better; unit: SCALAR.

- [ASR](<https://www.sota2.com/research/sota/environmental-sound-classification-on-urbansound8k.md?metric=ASR>): Higher is better; unit: PERCENT.

- [Inference Time (sec)](<https://www.sota2.com/research/sota/environmental-sound-classification-on-urbansound8k.md?metric=Inference%20Time%20(sec)>): Lower is better; unit: TIME.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| FGSM | 60.94 | Not recorded | 6a3a1315206542251d7c6fda |
| ALE | 49.97 | Not recorded | 68fa79d11e209131cea7f8b6 |
| ZeroDiffusion | 49.61 | Not recorded | 68fa79d11e209131cea7f8b6 |
| FGSM | 48.5 | Not recorded | 6a3a1315206542251d7c6fda |
| CADA-VAE | 47.41 | Not recorded | 68fa79d11e209131cea7f8b6 |
| PGD | 46.55 | Not recorded | 6a3a1315206542251d7c6fda |
| PGD | 43.06 | Not recorded | 6a3a1315206542251d7c6fda |
| LisGAN | 38.48 | Not recorded | 68fa79d11e209131cea7f8b6 |
| CGAN | 21.22 | Not recorded | 6a3a1315206542251d7c6fda |
| CGAN | 20.17 | Not recorded | 6a3a1315206542251d7c6fda |
| CW | 14.37 | Not recorded | 6a3a1315206542251d7c6fda |
| CW | 4.7 | Not recorded | 6a3a1315206542251d7c6fda |
| FAPG | 2.1 | Not recorded | 6a3a1315206542251d7c6fda |
| FAPG | 1.76 | Not recorded | 6a3a1315206542251d7c6fda |
| DAC-GAN | 1.23 | Not recorded | 6a3a1315206542251d7c6fda |
| DAC-GAN | 0.89 | Not recorded | 6a3a1315206542251d7c6fda |

### FGSM

Accuracy: 60.94. Result ID: 6a3a383afbc373592c342283.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1315206542251d7c6fda.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61c91e209131ce9f5e06.md>)

Recorded evaluation configuration: {"Attack Setting":"Targeted","Victim Model":"PANNs CNN14"}. This record does not assert independent reproduction.

### ALE

Accuracy: 49.97. Result ID: 6a1e881afbc373592c1854af.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79d11e209131cea7f8b6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62d31e209131ce9fb5fb.md>)

[Implementation](<https://code.google.com/p/word2vec/>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### ZeroDiffusion

Accuracy: 49.61. Result ID: 6a1e881afbc373592c1854b2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79d11e209131cea7f8b6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79d11e209131cea7f8b6.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### FGSM

Accuracy: 48.5. Result ID: 6a3a383afbc373592c342282.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1315206542251d7c6fda.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61c91e209131ce9f5e06.md>)

Recorded evaluation configuration: {"Attack Setting":"Untargeted","Victim Model":"PANNs CNN14"}. This record does not assert independent reproduction.

### CADA-VAE

Accuracy: 47.41. Result ID: 6a1e881afbc373592c1854b1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79d11e209131cea7f8b6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa658a1e209131cea0af70.md>)

[Implementation](<https://github.com/edgarschnfld/CADA-VAE-PyTorch>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### PGD

Accuracy: 46.55. Result ID: 6a3a383afbc373592c342285.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1315206542251d7c6fda.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa665a1e209131cea0fbae.md>)

Recorded evaluation configuration: {"Attack Setting":"Targeted","Victim Model":"PANNs CNN14"}. This record does not assert independent reproduction.

### PGD

Accuracy: 43.06. Result ID: 6a3a383afbc373592c342284.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1315206542251d7c6fda.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa665a1e209131cea0fbae.md>)

Recorded evaluation configuration: {"Attack Setting":"Untargeted","Victim Model":"PANNs CNN14"}. This record does not assert independent reproduction.

### LisGAN

Accuracy: 38.48. Result ID: 6a1e881afbc373592c1854b0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79d11e209131cea7f8b6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65a21e209131cea0b6fd.md>)

[Implementation](<https://www.sota2.com/github.com/lijin118/LisGAN>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### CGAN

Accuracy: 21.22. Result ID: 6a3a383afbc373592c34228b.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1315206542251d7c6fda.md>)

Recorded evaluation configuration: {"Attack Setting":"Targeted","Victim Model":"PANNs CNN14"}. This record does not assert independent reproduction.

### CGAN

Accuracy: 20.17. Result ID: 6a3a383afbc373592c34228a.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1315206542251d7c6fda.md>)

Recorded evaluation configuration: {"Attack Setting":"Untargeted","Victim Model":"PANNs CNN14"}. This record does not assert independent reproduction.

### CW

Accuracy: 14.37. Result ID: 6a3a383afbc373592c342287.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1315206542251d7c6fda.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64301e209131cea0352d.md>)

Recorded evaluation configuration: {"Attack Setting":"Targeted","Victim Model":"PANNs CNN14"}. This record does not assert independent reproduction.

### CW

Accuracy: 4.7. Result ID: 6a3a383afbc373592c342286.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1315206542251d7c6fda.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64301e209131cea0352d.md>)

Recorded evaluation configuration: {"Attack Setting":"Untargeted","Victim Model":"PANNs CNN14"}. This record does not assert independent reproduction.

### FAPG

Accuracy: 2.1. Result ID: 6a3a383afbc373592c342288.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1315206542251d7c6fda.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa693c1e209131cea210ff.md>)

Recorded evaluation configuration: {"Attack Setting":"Untargeted","Victim Model":"PANNs CNN14"}. This record does not assert independent reproduction.

### FAPG

Accuracy: 1.76. Result ID: 6a3a383afbc373592c342289.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1315206542251d7c6fda.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa693c1e209131cea210ff.md>)

Recorded evaluation configuration: {"Attack Setting":"Targeted","Victim Model":"PANNs CNN14"}. This record does not assert independent reproduction.

### DAC-GAN

Accuracy: 1.23. Result ID: 6a3a383afbc373592c34228d.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1315206542251d7c6fda.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3a1315206542251d7c6fda.md>)

Recorded evaluation configuration: {"Attack Setting":"Targeted","Victim Model":"PANNs CNN14"}. This record does not assert independent reproduction.

### DAC-GAN

Accuracy: 0.89. Result ID: 6a3a383afbc373592c34228c.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1315206542251d7c6fda.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3a1315206542251d7c6fda.md>)

Recorded evaluation configuration: {"Attack Setting":"Untargeted","Victim Model":"PANNs CNN14"}. This record does not assert independent reproduction.

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