# Action & Motion Recognition on DREAM-1K

Source: [Action & Motion Recognition on DREAM-1K](<https://www.sota2.com/research/sota/action-and-motion-recognition-on-dream-1k>)

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

Data updated: 2026-03-13T06:58:00.066Z

Evaluation of Action and Motion Recognition performance using the DREAM-1K dataset, measured by F1 score.

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 | Action & Motion Recognition |
| Dataset (including any stated split) | DREAM-1K |
| Metric | F1 Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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

- [F1 Score](<https://www.sota2.com/research/sota/action-and-motion-recognition-on-dream-1k.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| DeepSport | 30.5 | Not recorded | 691bfe116750be83fe5cec65 |
| Qwen2.5-VL-7B-Instruct | 26 | Not recorded | 691bfe116750be83fe5cec65 |

### DeepSport

F1 Score: 30.5. Result ID: 69b3b4aa47f34ce9249d1f4c.

[Reporting paper](<https://www.sota2.com/research/paper/691bfe116750be83fe5cec65.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691bfe116750be83fe5cec65.md>)

Recorded evaluation configuration: {"Frames":"8.0"}. This record does not assert independent reproduction.

### Qwen2.5-VL-7B-Instruct

F1 Score: 26. Result ID: 69b3b4aa47f34ce9249d1f4b.

[Reporting paper](<https://www.sota2.com/research/paper/691bfe116750be83fe5cec65.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa767b1e209131cea6d4ec.md>)

Recorded evaluation configuration: {"Frames":"16.0"}. This record does not assert independent reproduction.

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