# Activity Recognition on Human Activity Recognition open-source (500 held-out samples)

Source: [Activity Recognition on Human Activity Recognition open-source (500 held-out samples)](<https://www.sota2.com/research/sota/activity-recognition-on-human-activity-recognition-open-source-500-held-out-samples>)

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

Data updated: 2026-05-29T07:32:43.202Z

Evaluation of Activity Recognition performance using the specific 500 held-out samples subset of the Human Activity Recognition open-source dataset, reporting 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 | Activity Recognition |
| Dataset (including any stated split) | Human Activity Recognition open-source (500 held-out samples) |
| 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/activity-recognition-on-human-activity-recognition-open-source-500-held-out-samples.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| WAVEVERSE | 71.6 | Not recorded | 68fa7b6c1e209131cea8858a |
| WAVEVERSE | 61.4 | Not recorded | 68fa7b6c1e209131cea8858a |
| RF Genesis | 55.8 | Not recorded | 68fa7b6c1e209131cea8858a |
| RF Genesis | 54.6 | Not recorded | 68fa7b6c1e209131cea8858a |
| WAVEVERSE | 49.8 | Not recorded | 68fa7b6c1e209131cea8858a |
| RF Genesis | 46.6 | Not recorded | 68fa7b6c1e209131cea8858a |
| WAVEVERSE | 31.6 | Not recorded | 68fa7b6c1e209131cea8858a |
| RF Genesis | 31.6 | Not recorded | 68fa7b6c1e209131cea8858a |

### WAVEVERSE

Accuracy: 71.6. Result ID: 6a194100fbc373592c133fd0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea8858a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea8858a.md>)

Recorded evaluation configuration: {"Data Augmentation":"+ 19x sim"}. This record does not assert independent reproduction.

### WAVEVERSE

Accuracy: 61.4. Result ID: 6a194100fbc373592c133fcf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea8858a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea8858a.md>)

Recorded evaluation configuration: {"Data Augmentation":"+ 9x sim"}. This record does not assert independent reproduction.

### RF Genesis

Accuracy: 55.8. Result ID: 6a194100fbc373592c133fd3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea8858a.md>)

Recorded evaluation configuration: {"Data Augmentation":"+ 9x sim"}. This record does not assert independent reproduction.

### RF Genesis

Accuracy: 54.6. Result ID: 6a194100fbc373592c133fd4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea8858a.md>)

Recorded evaluation configuration: {"Data Augmentation":"+ 19x sim"}. This record does not assert independent reproduction.

### WAVEVERSE

Accuracy: 49.8. Result ID: 6a194100fbc373592c133fce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea8858a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea8858a.md>)

Recorded evaluation configuration: {"Data Augmentation":"+ 4x sim"}. This record does not assert independent reproduction.

### RF Genesis

Accuracy: 46.6. Result ID: 6a194100fbc373592c133fd2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea8858a.md>)

Recorded evaluation configuration: {"Data Augmentation":"+ 4x sim"}. This record does not assert independent reproduction.

### WAVEVERSE

Accuracy: 31.6. Result ID: 6a194100fbc373592c133fcd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea8858a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea8858a.md>)

Recorded evaluation configuration: {"Data Augmentation":"Real only"}. This record does not assert independent reproduction.

### RF Genesis

Accuracy: 31.6. Result ID: 6a194100fbc373592c133fd1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea8858a.md>)

Recorded evaluation configuration: {"Data Augmentation":"Real only"}. This record does not assert independent reproduction.

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