# Human Activity Recognition on UniMM-HAR (C-Set)

Source: [Human Activity Recognition on UniMM-HAR (C-Set)](<https://www.sota2.com/research/sota/human-activity-recognition-on-unimm-har-c-set>)

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

Data updated: 2026-05-12T12:31:56.763Z

Evaluation of Human Activity Recognition performance using the UniMM-HAR (C-Set) dataset, reporting 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 | Human Activity Recognition |
| Dataset (including any stated split) | UniMM-HAR (C-Set) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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/human-activity-recognition-on-unimm-har-c-set.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| DAP-Net | 81.82 | Not recorded | 6a02b441dbc836b87d8248b4 |
| PST-Transformer | 79.7 | Not recorded | 6a02b441dbc836b87d8248b4 |
| PointMLP | 78.13 | Not recorded | 6a02b441dbc836b87d8248b4 |
| PointNet | 70.96 | Not recorded | 6a02b441dbc836b87d8248b4 |
| PointCLIP | 69.82 | Not recorded | 6a02b441dbc836b87d8248b4 |
| FastHAR | 61.16 | Not recorded | 6a02b441dbc836b87d8248b4 |
| Clip2point | 59.56 | Not recorded | 6a02b441dbc836b87d8248b4 |
| 3DInAction | 57.81 | Not recorded | 6a02b441dbc836b87d8248b4 |
| DGCNN | 52.18 | Not recorded | 6a02b441dbc836b87d8248b4 |
| RadHAR | 48.47 | Not recorded | 6a02b441dbc836b87d8248b4 |
| UST-SSM | 48.4 | Not recorded | 6a02b441dbc836b87d8248b4 |

### DAP-Net

Accuracy: 81.82. Result ID: 6a031d8647f34ce924e74caa.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b441dbc836b87d8248b4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b441dbc836b87d8248b4.md>)

Recorded evaluation configuration: {"Source":"–","Original PC Type":"MPC"}. This record does not assert independent reproduction.

### PST-Transformer

Accuracy: 79.7. Result ID: 6a031d8647f34ce924e74ca4.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b441dbc836b87d8248b4.md>)

Recorded evaluation configuration: {"Source":"TPAMI’22","Original PC Type":"TPC"}. This record does not assert independent reproduction.

### PointMLP

Accuracy: 78.13. Result ID: 6a031d8647f34ce924e74ca3.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b441dbc836b87d8248b4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e061e209131cea3d7c8.md>)

[Implementation](<https://github.com/ma-xu/pointMLP-pytorch>)

Recorded evaluation configuration: {"Source":"ICLR’22","Original PC Type":"SPC"}. This record does not assert independent reproduction.

### PointNet

Accuracy: 70.96. Result ID: 6a031d8647f34ce924e74ca0.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b441dbc836b87d8248b4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa634f1e209131ce9fe019.md>)

Recorded evaluation configuration: {"Source":"CVPR’17","Original PC Type":"SPC"}. This record does not assert independent reproduction.

### PointCLIP

Accuracy: 69.82. Result ID: 6a031d8647f34ce924e74ca5.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b441dbc836b87d8248b4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b5d1e209131cea2dabe.md>)

[Implementation](<https://github.com/ZrrSkywalker/PointCLIP>)

Recorded evaluation configuration: {"Source":"CVPR’22","Original PC Type":"SPC"}. This record does not assert independent reproduction.

### FastHAR

Accuracy: 61.16. Result ID: 6a031d8647f34ce924e74ca7.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b441dbc836b87d8248b4.md>)

Recorded evaluation configuration: {"Source":"CIKM’24","Original PC Type":"MPC"}. This record does not assert independent reproduction.

### Clip2point

Accuracy: 59.56. Result ID: 6a031d8647f34ce924e74ca6.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b441dbc836b87d8248b4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70641e209131cea4add5.md>)

[Implementation](<https://github.com/tyhuang0428/CLIP2Point>)

Recorded evaluation configuration: {"Source":"ICCV’23","Original PC Type":"SPC"}. This record does not assert independent reproduction.

### 3DInAction

Accuracy: 57.81. Result ID: 6a031d8647f34ce924e74ca8.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b441dbc836b87d8248b4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ae1e209131cea57d78.md>)

[Implementation](<https://github.com/sitzikbs/3dincaction>)

Recorded evaluation configuration: {"Source":"CVPR’24","Original PC Type":"TPC"}. This record does not assert independent reproduction.

### DGCNN

Accuracy: 52.18. Result ID: 6a031d8647f34ce924e74ca1.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b441dbc836b87d8248b4.md>)

Recorded evaluation configuration: {"Source":"NN’18","Original PC Type":"SPC"}. This record does not assert independent reproduction.

### RadHAR

Accuracy: 48.47. Result ID: 6a031d8647f34ce924e74ca2.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b441dbc836b87d8248b4.md>)

Recorded evaluation configuration: {"Source":"mmNSS’19","Original PC Type":"MPC"}. This record does not assert independent reproduction.

### UST-SSM

Accuracy: 48.4. Result ID: 6a031d8647f34ce924e74ca9.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b441dbc836b87d8248b4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ab81e209131cea84cad.md>)

Recorded evaluation configuration: {"Source":"ICCV’25","Original PC Type":"TPC"}. This record does not assert independent reproduction.

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