# Audio Classification on Birdsong detection (test)

Source: [Audio Classification on Birdsong detection (test)](<https://www.sota2.com/research/sota/audio-classification-on-birdsong-detection-test>)

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

Data updated: 2026-02-26T05:27:44.374Z

Evaluation of Audio Classification performance on the test split of the Birdsong detection dataset, reporting 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 | Audio Classification |
| Dataset (including any stated split) | Birdsong detection (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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/audio-classification-on-birdsong-detection-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| COLA | 77 | Not recorded | 68fa68881e209131cea1cbde |
| Triplet Loss | 73 | Not recorded | 68fa68881e209131cea1cbde |
| CBOW | 71 | Not recorded | 68fa68881e209131cea1cbde |
| TemporalGap | 71 | Not recorded | 68fa68881e209131cea1cbde |
| SG | 69 | Not recorded | 68fa68881e209131cea1cbde |

### COLA

Accuracy: 77. Result ID: 698d75ae8b517eb43321ac5c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68881e209131cea1cbde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68881e209131cea1cbde.md>)

[Implementation](<https://github.com/google-research/google-research/tree/master/cola>)

Recorded evaluation configuration: {"Evaluation Protocol":"Linear Classifier"}. This record does not assert independent reproduction.

### Triplet Loss

Accuracy: 73. Result ID: 698d75ae8b517eb43321ac5b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68881e209131cea1cbde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65d91e209131cea0cc3c.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Linear Classifier"}. This record does not assert independent reproduction.

### CBOW

Accuracy: 71. Result ID: 698d75ae8b517eb43321ac58.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68881e209131cea1cbde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65d91e209131cea0cc3c.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Linear Classifier"}. This record does not assert independent reproduction.

### TemporalGap

Accuracy: 71. Result ID: 698d75ae8b517eb43321ac5a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68881e209131cea1cbde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65d91e209131cea0cc3c.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Linear Classifier"}. This record does not assert independent reproduction.

### SG

Accuracy: 69. Result ID: 698d75ae8b517eb43321ac59.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68881e209131cea1cbde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65d91e209131cea0cc3c.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Linear Classifier"}. This record does not assert independent reproduction.

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