# Gesture Recognition on Drive&Act (val)

Source: [Gesture Recognition on Drive&Act (val)](<https://www.sota2.com/research/sota/gesture-recognition-on-drive-and-act-val>)

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

Data updated: 2026-02-26T05:52:13.084Z

Evaluation of Gesture Recognition performance on the validation split of the Drive&Act dataset.

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 | Gesture recognition |
| Dataset (including any stated split) | Drive&Act (val) |
| Metric | Mean Per-Class Acc |
| Unit | PERCENT |
| 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

- [Mean Per-Class Acc](<https://www.sota2.com/research/sota/gesture-recognition-on-drive-and-act-val.md?metric=Mean%20Per-Class%20Acc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Mean Per-Class Acc | Result date | Report paper |
| --- | --- | --- | --- |
| st-MLP | 40.56 | Not recorded | 68fa6d371e209131cea3879f |
| Two-Stream | 39.37 | Not recorded | 68fa6d371e209131cea3879f |
| Pose | 37.18 | Not recorded | 68fa6d371e209131cea3879f |

### st-MLP

Mean Per-Class Acc: 40.56. Result ID: 698f84673a6c314849f9950e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d371e209131cea3879f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d371e209131cea3879f.md>)

[Implementation](<https://github.com/holzbock/st_mlp>)

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

### Two-Stream

Mean Per-Class Acc: 39.37. Result ID: 698f84673a6c314849f9950d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d371e209131cea3879f.md>)

Recorded evaluation configuration: {"additional spatial dependencies":"employed"}. This record does not assert independent reproduction.

### Pose

Mean Per-Class Acc: 37.18. Result ID: 698f84673a6c314849f9950c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d371e209131cea3879f.md>)

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

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