# Gesture Recognition on Chalearn IsoGD

Source: [Gesture Recognition on Chalearn IsoGD](<https://www.sota2.com/research/sota/gesture-recognition-on-chalearn-isogd>)

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

Data updated: 2026-02-26T05:28:06.807Z

Evaluation of Gesture Recognition performance on the Chalearn IsoGD dataset, 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 | Gesture Recognition |
| Dataset (including any stated split) | Chalearn IsoGD |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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-chalearn-isogd.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| DTN (CAPF) | 66.79 | Not recorded | 68fa6b7f1e209131cea2e996 |
| DTN | 60.87 | Not recorded | 68fa6b7f1e209131cea2e996 |
| DTN | 60.17 | Not recorded | 68fa6b7f1e209131cea2e996 |
| attention+LSTM | 55.98 | Not recorded | 68fa6b7f1e209131cea2e996 |
| 3DCNN+LSTM | 55.29 | Not recorded | 68fa6b7f1e209131cea2e996 |
| AHL | 54.14 | Not recorded | 68fa6b7f1e209131cea2e996 |
| attention+LSTM | 53.28 | Not recorded | 68fa6b7f1e209131cea2e996 |
| 3DCNN+LSTM | 51.31 | Not recorded | 68fa6b7f1e209131cea2e996 |
| 3DCNN+LSTM | 49.81 | Not recorded | 68fa6b7f1e209131cea2e996 |
| AHL | 48.96 | Not recorded | 68fa6b7f1e209131cea2e996 |
| ResC3D | 48.44 | Not recorded | 68fa6b7f1e209131cea2e996 |
| ResC3D | 45.07 | Not recorded | 68fa6b7f1e209131cea2e996 |
| AHL | 44.88 | Not recorded | 68fa6b7f1e209131cea2e996 |
| c-ConvNet | 44.8 | Not recorded | 68fa6b7f1e209131cea2e996 |
| C3D-gesture | 40.49 | Not recorded | 68fa6b7f1e209131cea2e996 |
| c-ConvNet | 40.08 | Not recorded | 68fa6b7f1e209131cea2e996 |
| C3D-gesture | 37.28 | Not recorded | 68fa6b7f1e209131cea2e996 |
| c-ConvNet | 36.6 | Not recorded | 68fa6b7f1e209131cea2e996 |

### DTN (CAPF)

Accuracy: 66.79. Result ID: 698e9091ffc3901de09eb173.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e996.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e996.md>)

[Implementation](<https://github.com/damo-cv/MotionRGBD>)

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

### DTN

Accuracy: 60.87. Result ID: 698e9091ffc3901de09eb168.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e996.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e996.md>)

[Implementation](<https://github.com/damo-cv/MotionRGBD>)

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

### DTN

Accuracy: 60.17. Result ID: 698e9091ffc3901de09eb16f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e996.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e996.md>)

[Implementation](<https://github.com/damo-cv/MotionRGBD>)

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

### attention+LSTM

Accuracy: 55.98. Result ID: 698e9091ffc3901de09eb167.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e996.md>)

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

### 3DCNN+LSTM

Accuracy: 55.29. Result ID: 698e9091ffc3901de09eb172.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e996.md>)

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

### AHL

Accuracy: 54.14. Result ID: 698e9091ffc3901de09eb171.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e996.md>)

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

### attention+LSTM

Accuracy: 53.28. Result ID: 698e9091ffc3901de09eb16e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e996.md>)

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

### 3DCNN+LSTM

Accuracy: 51.31. Result ID: 698e9091ffc3901de09eb166.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e996.md>)

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

### 3DCNN+LSTM

Accuracy: 49.81. Result ID: 698e9091ffc3901de09eb16d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e996.md>)

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

### AHL

Accuracy: 48.96. Result ID: 698e9091ffc3901de09eb16c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e996.md>)

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

### ResC3D

Accuracy: 48.44. Result ID: 698e9091ffc3901de09eb16b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e996.md>)

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

### ResC3D

Accuracy: 45.07. Result ID: 698e9091ffc3901de09eb165.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e996.md>)

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

### AHL

Accuracy: 44.88. Result ID: 698e9091ffc3901de09eb164.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e996.md>)

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

### c-ConvNet

Accuracy: 44.8. Result ID: 698e9091ffc3901de09eb170.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e996.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63ea1e209131cea016c4.md>)

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

### C3D-gesture

Accuracy: 40.49. Result ID: 698e9091ffc3901de09eb16a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e996.md>)

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

### c-ConvNet

Accuracy: 40.08. Result ID: 698e9091ffc3901de09eb169.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e996.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63ea1e209131cea016c4.md>)

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

### C3D-gesture

Accuracy: 37.28. Result ID: 698e9091ffc3901de09eb163.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e996.md>)

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

### c-ConvNet

Accuracy: 36.6. Result ID: 698e9091ffc3901de09eb162.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e996.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63ea1e209131cea016c4.md>)

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

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