# Online action recognition on 50Salads (test)

Source: [Online action recognition on 50Salads (test)](<https://www.sota2.com/research/sota/online-action-recognition-on-50salads-test>)

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

Data updated: 2026-02-26T05:28:48.066Z

Evaluation of Online Action Recognition performance on the test split of the 50Salads dataset, reporting Accuracy and temporal delay metrics.

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 | Online action recognition |
| Dataset (including any stated split) | 50Salads (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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/online-action-recognition-on-50salads-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Max Delay](<https://www.sota2.com/research/sota/online-action-recognition-on-50salads-test.md?metric=Max%20Delay>): Lower is better; unit: TIME.

- [Mean Delay](<https://www.sota2.com/research/sota/online-action-recognition-on-50salads-test.md?metric=Mean%20Delay>): Lower is better; unit: TIME.

- [R/T Frames](<https://www.sota2.com/research/sota/online-action-recognition-on-50salads-test.md?metric=R%2FT%20Frames>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| main network | 55.4 | Not recorded | 68fa6f0a1e209131cea43848 |
| main network | 53.8 | Not recorded | 68fa6f0a1e209131cea43848 |
| main network | 46.2 | Not recorded | 68fa6f0a1e209131cea43848 |
| RA | 42.6 | Not recorded | 68fa6f0a1e209131cea43848 |
| DDLSTM | 41.1 | Not recorded | 68fa6f0a1e209131cea43848 |
| AR-Net | 40.9 | Not recorded | 68fa6f0a1e209131cea43848 |
| LiteEval | 40.3 | Not recorded | 68fa6f0a1e209131cea43848 |

### main network

Accuracy: 55.4. Result ID: 69907fa83a6c31484900ff55.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f0a1e209131cea43848.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f0a1e209131cea43848.md>)

Recorded evaluation configuration: {"policy":"stream-aware"}. This record does not assert independent reproduction.

### main network

Accuracy: 53.8. Result ID: 69907fa83a6c31484900ff56.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f0a1e209131cea43848.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f0a1e209131cea43848.md>)

Recorded evaluation configuration: {"policy":"SAN"}. This record does not assert independent reproduction.

### main network

Accuracy: 46.2. Result ID: 69907fa83a6c31484900ff54.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f0a1e209131cea43848.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f0a1e209131cea43848.md>)

Recorded evaluation configuration: {"policy":"random policy"}. This record does not assert independent reproduction.

### RA

Accuracy: 42.6. Result ID: 69907fa83a6c31484900ff50.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f0a1e209131cea43848.md>)

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

### DDLSTM

Accuracy: 41.1. Result ID: 69907fa83a6c31484900ff51.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f0a1e209131cea43848.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65a01e209131cea0b619.md>)

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

### AR-Net

Accuracy: 40.9. Result ID: 69907fa83a6c31484900ff53.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f0a1e209131cea43848.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa680b1e209131cea19c36.md>)

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

### LiteEval

Accuracy: 40.3. Result ID: 69907fa83a6c31484900ff52.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f0a1e209131cea43848.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66cc1e209131cea12617.md>)

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

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