# Driver Action Recognition on 100-Driver (test)

Source: [Driver Action Recognition on 100-Driver (test)](<https://www.sota2.com/research/sota/driver-action-recognition-on-100-driver-test>)

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

Data updated: 2026-03-04T07:23:54.766Z

Evaluation of Driver Action Recognition performance on the test split of the 100-Driver 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 | Driver action recognition |
| Dataset (including any stated split) | 100-Driver (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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/driver-action-recognition-on-100-driver-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| PO-GUISE+ | 93.54 | Not recorded | 68fa74311e209131cea60544 |
| PO-GUISE | 92.81 | Not recorded | 68fa74311e209131cea60544 |
| VideoMAEv2-base | 91.3 | Not recorded | 68fa74311e209131cea60544 |
| SqueezeNet\* | 79.6 | Not recorded | 68fa74311e209131cea60544 |
| EfficientNetB0\* | 77.2 | Not recorded | 68fa74311e209131cea60544 |
| MobileNetV3\* | 76 | Not recorded | 68fa74311e209131cea60544 |

### PO-GUISE+

Accuracy: 93.54. Result ID: 69a7ddfe6dbb7075b94c4fd4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74311e209131cea60544.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74311e209131cea60544.md>)

Recorded evaluation configuration: {"GFlops":"251"}. This record does not assert independent reproduction.

### PO-GUISE

Accuracy: 92.81. Result ID: 69a7ddfe6dbb7075b94c4fd3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74311e209131cea60544.md>)

Recorded evaluation configuration: {"GFlops":"251"}. This record does not assert independent reproduction.

### VideoMAEv2-base

Accuracy: 91.3. Result ID: 69a7ddfe6dbb7075b94c4fd2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74311e209131cea60544.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f171e209131cea43db1.md>)

Recorded evaluation configuration: {"GFlops":"360"}. This record does not assert independent reproduction.

### SqueezeNet\*

Accuracy: 79.6. Result ID: 69a7ddfe6dbb7075b94c4fd0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74311e209131cea60544.md>)

Recorded evaluation configuration: {"GFlops":"1.72"}. This record does not assert independent reproduction.

### EfficientNetB0\*

Accuracy: 77.2. Result ID: 69a7ddfe6dbb7075b94c4fd1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74311e209131cea60544.md>)

Recorded evaluation configuration: {"GFlops":"0.4"}. This record does not assert independent reproduction.

### MobileNetV3\*

Accuracy: 76. Result ID: 69a7ddfe6dbb7075b94c4fcf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74311e209131cea60544.md>)

Recorded evaluation configuration: {"GFlops":"0.22"}. This record does not assert independent reproduction.

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