# Skeleton-based Action Recognition on Northwestern-UCLA (test)

Source: [Skeleton-based Action Recognition on Northwestern-UCLA (test)](<https://www.sota2.com/research/sota/skeleton-based-action-recognition-on-northwestern-ucla-test>)

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

Data updated: 2026-02-26T06:07:01.001Z

Evaluation of skeleton-based action recognition performance using the test split of the Northwestern-UCLA dataset.

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 | Skeleton-based Action Recognition |
| Dataset (including any stated split) | Northwestern-UCLA (test) |
| Metric | Top-1 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

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

## Recorded results

| Method | Top-1 Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| HD-GCN (6-ensemble) | 97.2 | Not recorded | 68fa701e1e209131cea492aa |
| InfoGCN (6-ensemble) | 97 | Not recorded | 68fa701e1e209131cea492aa |
| HD-GCN (4-ensemble) | 96.9 | Not recorded | 68fa701e1e209131cea492aa |
| InfoGCN (4-ensemble) | 96.6 | Not recorded | 68fa701e1e209131cea492aa |
| HD-GCN (2-ensemble) | 96.6 | Not recorded | 68fa701e1e209131cea492aa |
| CTR-GCN | 96.5 | Not recorded | 68fa701e1e209131cea492aa |
| DC-GCN+ADG | 95.3 | Not recorded | 68fa701e1e209131cea492aa |
| Shift-GCN | 94.6 | Not recorded | 68fa701e1e209131cea492aa |
| AGC-LSTM | 93.3 | Not recorded | 68fa701e1e209131cea492aa |
| SGN | 92.5 | Not recorded | 68fa701e1e209131cea492aa |

### HD-GCN (6-ensemble)

Top-1 Accuracy: 97.2. Result ID: 69911eac3a6c31484905d53f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa701e1e209131cea492aa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa701e1e209131cea492aa.md>)

[Implementation](<https://github.com/Jho-Yonsei/HD-GCN>)

Recorded evaluation configuration: {"Motion Stream":false}. This record does not assert independent reproduction.

### InfoGCN (6-ensemble)

Top-1 Accuracy: 97. Result ID: 69911eac3a6c31484905d53c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa701e1e209131cea492aa.md>)

Recorded evaluation configuration: {"Publication":"CVPR 2022","Motion Stream":true}. This record does not assert independent reproduction.

### HD-GCN (4-ensemble)

Top-1 Accuracy: 96.9. Result ID: 69911eac3a6c31484905d53e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa701e1e209131cea492aa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa701e1e209131cea492aa.md>)

[Implementation](<https://github.com/Jho-Yonsei/HD-GCN>)

Recorded evaluation configuration: {"Motion Stream":false}. This record does not assert independent reproduction.

### InfoGCN (4-ensemble)

Top-1 Accuracy: 96.6. Result ID: 69911eac3a6c31484905d53b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa701e1e209131cea492aa.md>)

Recorded evaluation configuration: {"Publication":"CVPR 2022","Motion Stream":false}. This record does not assert independent reproduction.

### HD-GCN (2-ensemble)

Top-1 Accuracy: 96.6. Result ID: 69911eac3a6c31484905d53d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa701e1e209131cea492aa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa701e1e209131cea492aa.md>)

[Implementation](<https://github.com/Jho-Yonsei/HD-GCN>)

Recorded evaluation configuration: {"Motion Stream":false}. This record does not assert independent reproduction.

### CTR-GCN

Top-1 Accuracy: 96.5. Result ID: 69911eac3a6c31484905d53a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa701e1e209131cea492aa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a981e209131cea2935b.md>)

[Implementation](<https://github.com/Uason-Chen/CTR-GCN>)

Recorded evaluation configuration: {"Publication":"ICCV 2021","Motion Stream":true}. This record does not assert independent reproduction.

### DC-GCN+ADG

Top-1 Accuracy: 95.3. Result ID: 69911eac3a6c31484905d539.

[Reporting paper](<https://www.sota2.com/research/paper/68fa701e1e209131cea492aa.md>)

Recorded evaluation configuration: {"Publication":"ECCV 2020","Motion Stream":true}. This record does not assert independent reproduction.

### Shift-GCN

Top-1 Accuracy: 94.6. Result ID: 69911eac3a6c31484905d538.

[Reporting paper](<https://www.sota2.com/research/paper/68fa701e1e209131cea492aa.md>)

Recorded evaluation configuration: {"Publication":"CVPR 2020","Motion Stream":true}. This record does not assert independent reproduction.

### AGC-LSTM

Top-1 Accuracy: 93.3. Result ID: 69911eac3a6c31484905d537.

[Reporting paper](<https://www.sota2.com/research/paper/68fa701e1e209131cea492aa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa658c1e209131cea0b0af.md>)

Recorded evaluation configuration: {"Publication":"CVPR 2019","Motion Stream":false}. This record does not assert independent reproduction.

### SGN

Top-1 Accuracy: 92.5. Result ID: 69911eac3a6c31484905d536.

[Reporting paper](<https://www.sota2.com/research/paper/68fa701e1e209131cea492aa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa675f1e209131cea15fb8.md>)

[Implementation](<https://github.com/microsoft/SGN>)

Recorded evaluation configuration: {"Publication":"CVPR 2020","Motion Stream":true}. This record does not assert independent reproduction.

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