# Audio-to-Vibrotactile Haptic Generation on ESC-50 and BBC HXI User Study (evaluation)

Source: [Audio-to-Vibrotactile Haptic Generation on ESC-50 and BBC HXI User Study (evaluation)](<https://www.sota2.com/research/sota/audio-to-vibrotactile-haptic-generation-on-esc-50-and-bbc-hxi-user-study-evaluation>)

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

Data updated: 2026-02-26T05:42:40.825Z

Evaluation of models generating vibrotactile feedback based on audio input, utilizing data from the ESC-50 dataset and a specific BBC HXI User Study evaluation protocol.

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 | Audio-to-Vibrotactile Haptic Generation |
| Dataset (including any stated split) | ESC-50 and BBC HXI User Study (evaluation) |
| Metric | F-Statistic |
| Unit | SCALAR |
| 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

- [F-Statistic](<https://www.sota2.com/research/sota/audio-to-vibrotactile-haptic-generation-on-esc-50-and-bbc-hxi-user-study-evaluation.md?metric=F-Statistic>): Higher is better; unit: SCALAR.

- [P-Value](<https://www.sota2.com/research/sota/audio-to-vibrotactile-haptic-generation-on-esc-50-and-bbc-hxi-user-study-evaluation.md?metric=P-Value>): Lower is better; unit: SCALAR.

- [Partial Eta Squared (ηp2)](<https://www.sota2.com/research/sota/audio-to-vibrotactile-haptic-generation-on-esc-50-and-bbc-hxi-user-study-evaluation.md?metric=Partial%20Eta%20Squared%20(%CE%B7p2)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F-Statistic | Result date | Report paper |
| --- | --- | --- | --- |
| Sound2Hap | 7.24 | Not recorded | 69705d67e25ad2fa9d1eceeb |
| Sound2Hap | 6.795 | Not recorded | 69705d67e25ad2fa9d1eceeb |
| Sound2Hap | 6.007 | Not recorded | 69705d67e25ad2fa9d1eceeb |
| Sound2Hap | 5.202 | Not recorded | 69705d67e25ad2fa9d1eceeb |
| Sound2Hap | 4.999 | Not recorded | 69705d67e25ad2fa9d1eceeb |
| Sound2Hap | 1.444 | Not recorded | 69705d67e25ad2fa9d1eceeb |

### Sound2Hap

F-Statistic: 7.24. Result ID: 699899995698665ec4fbc121.

[Reporting paper](<https://www.sota2.com/research/paper/69705d67e25ad2fa9d1eceeb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69705d67e25ad2fa9d1eceeb.md>)

Recorded evaluation configuration: {"HXI Factor":"Harmony"}. This record does not assert independent reproduction.

### Sound2Hap

F-Statistic: 6.795. Result ID: 699899995698665ec4fbc120.

[Reporting paper](<https://www.sota2.com/research/paper/69705d67e25ad2fa9d1eceeb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69705d67e25ad2fa9d1eceeb.md>)

Recorded evaluation configuration: {"HXI Factor":"Discord"}. This record does not assert independent reproduction.

### Sound2Hap

F-Statistic: 6.007. Result ID: 699899995698665ec4fbc122.

[Reporting paper](<https://www.sota2.com/research/paper/69705d67e25ad2fa9d1eceeb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69705d67e25ad2fa9d1eceeb.md>)

Recorded evaluation configuration: {"HXI Factor":"General Score"}. This record does not assert independent reproduction.

### Sound2Hap

F-Statistic: 5.202. Result ID: 699899995698665ec4fbc11e.

[Reporting paper](<https://www.sota2.com/research/paper/69705d67e25ad2fa9d1eceeb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69705d67e25ad2fa9d1eceeb.md>)

Recorded evaluation configuration: {"HXI Factor":"Involvement"}. This record does not assert independent reproduction.

### Sound2Hap

F-Statistic: 4.999. Result ID: 699899995698665ec4fbc11f.

[Reporting paper](<https://www.sota2.com/research/paper/69705d67e25ad2fa9d1eceeb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69705d67e25ad2fa9d1eceeb.md>)

Recorded evaluation configuration: {"HXI Factor":"Realism"}. This record does not assert independent reproduction.

### Sound2Hap

F-Statistic: 1.444. Result ID: 699899995698665ec4fbc11d.

[Reporting paper](<https://www.sota2.com/research/paper/69705d67e25ad2fa9d1eceeb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69705d67e25ad2fa9d1eceeb.md>)

Recorded evaluation configuration: {"HXI Factor":"Autotelics"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.