# Hand Gesture Recognition on Jester 1 (test)

Source: [Hand Gesture Recognition on Jester 1 (test)](<https://www.sota2.com/research/sota/hand-gesture-recognition-on-jester-1-test>)

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

Data updated: 2026-02-26T06:06:55.221Z

Evaluation of Hand Gesture Recognition performance on the test split of the Jester 1 dataset, typically measured by Top-1 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 | Hand Gesture Recognition |
| Dataset (including any stated split) | Jester 1 (test) |
| Metric | Top-1 Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 17 of 17 |
| 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

- [Top-1 Accuracy](<https://www.sota2.com/research/sota/hand-gesture-recognition-on-jester-1-test.md?metric=Top-1%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Top-1 Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| DRX3D | 96.6 | Not recorded | 68fa644e1e209131cea03e2f |
| 8-MFFs-3f1c | 96.28 | Not recorded | 68fa644e1e209131cea03e2f |
| MFNet | 96.22 | Not recorded | 68fa644e1e209131cea03e2f |
| NUDT\_PDL | 95.34 | Not recorded | 68fa644e1e209131cea03e2f |
| DIN | 95.31 | Not recorded | 68fa644e1e209131cea03e2f |
| DIN | 95.31 | Not recorded | 68fa645f1e209131cea0411d |
| Guangming Zhu | 95.01 | Not recorded | 68fa644e1e209131cea03e2f |
| SJ | 94.87 | Not recorded | 68fa644e1e209131cea03e2f |
| Multiscale TRN | 94.78 | Not recorded | 68fa644e1e209131cea03e2f |
| TRN | 94.78 | Not recorded | 68fa645f1e209131cea0411d |
| C3D | 94.62 | Not recorded | 68fa644e1e209131cea03e2f |
| Besnet | 94.23 | Not recorded | 68fa645f1e209131cea0411d |
| Ford's Gesture Recognition System | 94.11 | Not recorded | 68fa645f1e209131cea0411d |
| VideoLSTM | 85.86 | Not recorded | 68fa645f1e209131cea0411d |
| ConvLSTM | 82.76 | Not recorded | 68fa645f1e209131cea0411d |
| 20BN's Jester System | 82.34 | Not recorded | 68fa645f1e209131cea0411d |
| 3D CNN | 77.85 | Not recorded | 68fa645f1e209131cea0411d |

### DRX3D

Top-1 Accuracy: 96.6. Result ID: 698c2b76112aeb9460efebe1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa644e1e209131cea03e2f.md>)

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

### 8-MFFs-3f1c

Top-1 Accuracy: 96.28. Result ID: 698c2b76112aeb9460efebe0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa644e1e209131cea03e2f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa644e1e209131cea03e2f.md>)

[Implementation](<https://github.com/okankop/MFF-pytorch>)

Recorded evaluation configuration: {"number of segments":"8","appended optical flow frames":"3","data augmentation":"1-crop"}. This record does not assert independent reproduction.

### MFNet

Top-1 Accuracy: 96.22. Result ID: 698c2b76112aeb9460efebdf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa644e1e209131cea03e2f.md>)

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

### NUDT\_PDL

Top-1 Accuracy: 95.34. Result ID: 698c2b76112aeb9460efebde.

[Reporting paper](<https://www.sota2.com/research/paper/68fa644e1e209131cea03e2f.md>)

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

### DIN

Top-1 Accuracy: 95.31. Result ID: 698c2b76112aeb9460efebdd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa644e1e209131cea03e2f.md>)

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

### DIN

Top-1 Accuracy: 95.31. Result ID: 698c2d79112aeb9460effafc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa645f1e209131cea0411d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa645f1e209131cea0411d.md>)

Recorded evaluation configuration: {"backbone":"BN-Inception","modalities":"RGB"}. This record does not assert independent reproduction.

### Guangming Zhu

Top-1 Accuracy: 95.01. Result ID: 698c2b76112aeb9460efebdc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa644e1e209131cea03e2f.md>)

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

### SJ

Top-1 Accuracy: 94.87. Result ID: 698c2b76112aeb9460efebdb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa644e1e209131cea03e2f.md>)

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

### Multiscale TRN

Top-1 Accuracy: 94.78. Result ID: 698c2b76112aeb9460efebda.

[Reporting paper](<https://www.sota2.com/research/paper/68fa644e1e209131cea03e2f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa649b1e209131cea057a5.md>)

[Implementation](<http://relation.csail.mit.edu/>)

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

### TRN

Top-1 Accuracy: 94.78. Result ID: 698c2d79112aeb9460effafb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa645f1e209131cea0411d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa649b1e209131cea057a5.md>)

[Implementation](<http://relation.csail.mit.edu/>)

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

### C3D

Top-1 Accuracy: 94.62. Result ID: 698c2b76112aeb9460efebd9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa644e1e209131cea03e2f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62171e209131ce9f77be.md>)

[Implementation](<http://vlg.cs.dartmouth.edu/c3d>)

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

### Besnet

Top-1 Accuracy: 94.23. Result ID: 698c2d79112aeb9460effafa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa645f1e209131cea0411d.md>)

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

### Ford's Gesture Recognition System

Top-1 Accuracy: 94.11. Result ID: 698c2d79112aeb9460effaf9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa645f1e209131cea0411d.md>)

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

### VideoLSTM

Top-1 Accuracy: 85.86. Result ID: 698c2d79112aeb9460effaf8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa645f1e209131cea0411d.md>)

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

### ConvLSTM

Top-1 Accuracy: 82.76. Result ID: 698c2d79112aeb9460effaf7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa645f1e209131cea0411d.md>)

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

### 20BN's Jester System

Top-1 Accuracy: 82.34. Result ID: 698c2d79112aeb9460effaf6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa645f1e209131cea0411d.md>)

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

### 3D CNN

Top-1 Accuracy: 77.85. Result ID: 698c2d79112aeb9460effaf5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa645f1e209131cea0411d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62171e209131ce9f77be.md>)

[Implementation](<http://vlg.cs.dartmouth.edu/c3d>)

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

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