# Gesture Recognition on TCG cross-subject (test)

Source: [Gesture Recognition on TCG cross-subject (test)](<https://www.sota2.com/research/sota/gesture-recognition-on-tcg-cross-subject-test>)

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

Data updated: 2026-02-26T05:28:25.563Z

Evaluation of Gesture Recognition performance on the test split of the TCG dataset using a cross-subject 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 | Gesture Recognition |
| Dataset (including any stated split) | TCG cross-subject (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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/gesture-recognition-on-tcg-cross-subject-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Jaccard Index](<https://www.sota2.com/research/sota/gesture-recognition-on-tcg-cross-subject-test.md?metric=Jaccard%20Index>): Higher is better; unit: PERCENT.

- [F1-Score](<https://www.sota2.com/research/sota/gesture-recognition-on-tcg-cross-subject-test.md?metric=F1-Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Bi-LSTM | 87.24 | Not recorded | 68fa6d371e209131cea3879f |
| Bi-GRU | 86.8 | Not recorded | 68fa6d371e209131cea3879f |
| st-MLP | 85.99 | Not recorded | 68fa6d371e209131cea3879f |
| Att-LSTM | 85.67 | Not recorded | 68fa6d371e209131cea3879f |
| GRU | 84.44 | Not recorded | 68fa6d371e209131cea3879f |

### Bi-LSTM

Accuracy: 87.24. Result ID: 698f84673a6c314849f9950a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d371e209131cea3879f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa680b1e209131cea19c65.md>)

[Implementation](<https://github.com/againerju/tcg_recognition>)

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

### Bi-GRU

Accuracy: 86.8. Result ID: 698f84673a6c314849f99509.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d371e209131cea3879f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa680b1e209131cea19c65.md>)

[Implementation](<https://github.com/againerju/tcg_recognition>)

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

### st-MLP

Accuracy: 85.99. Result ID: 698f84673a6c314849f9950b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d371e209131cea3879f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d371e209131cea3879f.md>)

[Implementation](<https://github.com/holzbock/st_mlp>)

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

### Att-LSTM

Accuracy: 85.67. Result ID: 698f84673a6c314849f99508.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d371e209131cea3879f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa680b1e209131cea19c65.md>)

[Implementation](<https://github.com/againerju/tcg_recognition>)

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

### GRU

Accuracy: 84.44. Result ID: 698f84673a6c314849f99507.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d371e209131cea3879f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa680b1e209131cea19c65.md>)

[Implementation](<https://github.com/againerju/tcg_recognition>)

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

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