# Environmental Sound Classification on ESC-50 (fold 1)

Source: [Environmental Sound Classification on ESC-50 (fold 1)](<https://www.sota2.com/research/sota/environmental-sound-classification-on-esc-50-fold-1>)

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

Data updated: 2026-06-02T07:37:05.611Z

Evaluation of environmental sound classification performance on fold 1 of the ESC-50 dataset, typically measured by Accuracy.

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) | ESC-50 (fold 1) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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-esc-50-fold-1.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Accuracy Std Dev](<https://www.sota2.com/research/sota/environmental-sound-classification-on-esc-50-fold-1.md?metric=Accuracy%20Std%20Dev>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| ALE | 49.32 | Not recorded | 68fa79d11e209131cea7f8b6 |
| ZeroDiffusion | 46.65 | Not recorded | 68fa79d11e209131cea7f8b6 |
| LisGAN | 40.39 | Not recorded | 68fa79d11e209131cea7f8b6 |
| CADA-VAE | 39.8 | Not recorded | 68fa79d11e209131cea7f8b6 |

### ALE

Accuracy: 49.32. Result ID: 6a1e881afbc373592c18547f.

[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: 46.65. Result ID: 6a1e881afbc373592c185482.

[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.

### LisGAN

Accuracy: 40.39. Result ID: 6a1e881afbc373592c185480.

[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.

### CADA-VAE

Accuracy: 39.8. Result ID: 6a1e881afbc373592c185481.

[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.

Page 1 of 1. This is an index page, not the full collection.