# Driver Action Recognition on 3MDAD averaged 5-fold (test)

Source: [Driver Action Recognition on 3MDAD averaged 5-fold (test)](<https://www.sota2.com/research/sota/driver-action-recognition-on-3mdad-averaged-5-fold-test>)

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

Data updated: 2026-03-04T07:23:54.733Z

Evaluation of Driver Action Recognition performance on the 3MDAD dataset, using the averaged 5-fold test results, 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) | 3MDAD averaged 5-fold (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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-3mdad-averaged-5-fold-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| PO-GUISE+ | 93.42 | Not recorded | 68fa74311e209131cea60544 |
| PO-GUISE | 92.71 | Not recorded | 68fa74311e209131cea60544 |
| VideoMAEv2-base | 91.34 | Not recorded | 68fa74311e209131cea60544 |
| I3D-MIFI | 83.9 | Not recorded | 68fa74311e209131cea60544 |
| DADCNet | 77.08 | Not recorded | 68fa74311e209131cea60544 |
| I3D-MIFI | 75.8 | Not recorded | 68fa74311e209131cea60544 |
| LW-transformer | 70.39 | Not recorded | 68fa74311e209131cea60544 |
| FPT | 39.88 | Not recorded | 68fa74311e209131cea60544 |

### PO-GUISE+

Accuracy: 93.42. Result ID: 69a7ddfe6dbb7075b94c4fce.

[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: 92.71. Result ID: 69a7ddfe6dbb7075b94c4fcd.

[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: 91.34. Result ID: 69a7ddfe6dbb7075b94c4fcc.

[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.

### I3D-MIFI

Accuracy: 83.9. Result ID: 69a7ddfe6dbb7075b94c4fcb.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa71f01e209131cea53aa3.md>)

Recorded evaluation configuration: {"View Mode":"Multi-view","GFLOPS":"223"}. This record does not assert independent reproduction.

### DADCNet

Accuracy: 77.08. Result ID: 69a7ddfe6dbb7075b94c4fc9.

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

Recorded evaluation configuration: {"GFLOPS":"16"}. This record does not assert independent reproduction.

### I3D-MIFI

Accuracy: 75.8. Result ID: 69a7ddfe6dbb7075b94c4fca.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa71f01e209131cea53aa3.md>)

Recorded evaluation configuration: {"View Mode":"Single-view","GFLOPS":"111"}. This record does not assert independent reproduction.

### LW-transformer

Accuracy: 70.39. Result ID: 69a7ddfe6dbb7075b94c4fc8.

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

Recorded evaluation configuration: {"GFLOPS":"0.329"}. This record does not assert independent reproduction.

### FPT

Accuracy: 39.88. Result ID: 69a7ddfe6dbb7075b94c4fc7.

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

Recorded evaluation configuration: {"GFLOPS":"0.98"}. This record does not assert independent reproduction.

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