# Cough Activity Detection on South African Cough Dataset (dev)

Source: [Cough Activity Detection on South African Cough Dataset (dev)](<https://www.sota2.com/research/sota/cough-activity-detection-on-south-african-cough-dataset-dev>)

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

Data updated: 2026-03-13T07:38:12.035Z

Evaluation of Cough Activity Detection performance on the development split of the South African Cough Dataset, typically measured using AUC and AP.

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 | Cough Activity Detection |
| Dataset (including any stated split) | South African Cough Dataset (dev) |
| Metric | AUC |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [AUC](<https://www.sota2.com/research/sota/cough-activity-detection-on-south-african-cough-dataset-dev.md?metric=AUC>): Higher is better; unit: SCALAR.

- [AP](<https://www.sota2.com/research/sota/cough-activity-detection-on-south-african-cough-dataset-dev.md?metric=AP>): Higher is better; unit: SCALAR.

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| XLS-R | 0.99 | Not recorded | 69b39a120636e5bf4afbcaf3 |
| AST | 0.97 | Not recorded | 69b39a120636e5bf4afbcaf3 |
| LR | 0.95 | Not recorded | 69b39a120636e5bf4afbcaf3 |

### XLS-R

AUC: 0.99. Result ID: 69b3bd4947f34ce9249d6733.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a120636e5bf4afbcaf3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b39a120636e5bf4afbcaf3.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### AST

AUC: 0.97. Result ID: 69b3bd4947f34ce9249d6732.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a120636e5bf4afbcaf3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b39a120636e5bf4afbcaf3.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LR

AUC: 0.95. Result ID: 69b3bd4947f34ce9249d6731.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a120636e5bf4afbcaf3.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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