# Hand Gesture Recognition on VIVA hand gesture dataset (8-fold cross-subject)

Source: [Hand Gesture Recognition on VIVA hand gesture dataset (8-fold cross-subject)](<https://www.sota2.com/research/sota/hand-gesture-recognition-on-viva-hand-gesture-dataset-8-fold-cross-subject>)

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

Data updated: 2026-02-26T05:27:21.074Z

Evaluation of Hand Gesture Recognition performance on the VIVA hand gesture dataset using an 8-fold cross-subject evaluation protocol, typically measured by 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) | VIVA hand gesture dataset (8-fold cross-subject) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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/hand-gesture-recognition-on-viva-hand-gesture-dataset-8-fold-cross-subject.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| MTUT | 81.33 | Not recorded | 68fa7bfb1e209131cea8b990 |
| MTUT | 81.31 | Not recorded | 68fa7bfb1e209131cea8b990 |
| I3D | 78.25 | Not recorded | 68fa7bfb1e209131cea8b990 |
| I3D | 74.46 | Not recorded | 68fa7bfb1e209131cea8b990 |
| C3D | 71.26 | Not recorded | 68fa7bfb1e209131cea8b990 |
| C3D | 68.32 | Not recorded | 68fa7bfb1e209131cea8b990 |
| CNN:LRN | 65 | Not recorded | 68fa7bfb1e209131cea8b990 |
| HOG+HOG2 | 58.6 | Not recorded | 68fa7bfb1e209131cea8b990 |
| CNN:LRN | 57 | Not recorded | 68fa7bfb1e209131cea8b990 |
| HOG+HOG2 | 52.3 | Not recorded | 68fa7bfb1e209131cea8b990 |

### MTUT

Accuracy: 81.33. Result ID: 698b8c837a967eddb76f803d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bfb1e209131cea8b990.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bfb1e209131cea8b990.md>)

Recorded evaluation configuration: {"Modality":"RGB","Pre-training":"ImageNet and Kinetics"}. This record does not assert independent reproduction.

### MTUT

Accuracy: 81.31. Result ID: 698c5b5937894ef7d9cdcb96.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bfb1e209131cea8b990.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bfb1e209131cea8b990.md>)

Recorded evaluation configuration: {"Modality":"Depth","Pre-training":"ImageNet and Kinetics"}. This record does not assert independent reproduction.

### I3D

Accuracy: 78.25. Result ID: 698b8c837a967eddb76f803c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bfb1e209131cea8b990.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64051e209131cea020a8.md>)

Recorded evaluation configuration: {"Modality":"RGB","Pre-training":"ImageNet and Kinetics"}. This record does not assert independent reproduction.

### I3D

Accuracy: 74.46. Result ID: 698c5b5937894ef7d9cdcb95.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bfb1e209131cea8b990.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64051e209131cea020a8.md>)

Recorded evaluation configuration: {"Modality":"Depth","Pre-training":"ImageNet and Kinetics"}. This record does not assert independent reproduction.

### C3D

Accuracy: 71.26. Result ID: 698b8c837a967eddb76f803b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bfb1e209131cea8b990.md>)

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

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

Recorded evaluation configuration: {"Modality":"RGB","Pre-training":"Sports-1M"}. This record does not assert independent reproduction.

### C3D

Accuracy: 68.32. Result ID: 698c5b5937894ef7d9cdcb94.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bfb1e209131cea8b990.md>)

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

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

Recorded evaluation configuration: {"Modality":"Depth","Pre-training":"Sports-1M"}. This record does not assert independent reproduction.

### CNN:LRN

Accuracy: 65. Result ID: 698c5b5937894ef7d9cdcb93.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bfb1e209131cea8b990.md>)

Recorded evaluation configuration: {"Modality":"Depth"}. This record does not assert independent reproduction.

### HOG+HOG2

Accuracy: 58.6. Result ID: 698c5b5937894ef7d9cdcb92.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bfb1e209131cea8b990.md>)

Recorded evaluation configuration: {"Modality":"Depth"}. This record does not assert independent reproduction.

### CNN:LRN

Accuracy: 57. Result ID: 698b8c837a967eddb76f803a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bfb1e209131cea8b990.md>)

Recorded evaluation configuration: {"Modality":"RGB"}. This record does not assert independent reproduction.

### HOG+HOG2

Accuracy: 52.3. Result ID: 698b8c837a967eddb76f8039.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bfb1e209131cea8b990.md>)

Recorded evaluation configuration: {"Modality":"RGB"}. This record does not assert independent reproduction.

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