# Action Recognition on SBU Kinect Interaction Dataset (5-fold cross val)

Source: [Action Recognition on SBU Kinect Interaction Dataset (5-fold cross val)](<https://www.sota2.com/research/sota/action-recognition-on-sbu-kinect-interaction-dataset-5-fold-cross-val>)

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

Data updated: 2026-02-26T05:27:52.104Z

Evaluation of Action Recognition performance on the SBU Kinect Interaction Dataset using a 5-fold cross-validation setup.

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 | Action Recognition |
| Dataset (including any stated split) | SBU Kinect Interaction Dataset (5-fold cross val) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 31 of 31 |
| 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/action-recognition-on-sbu-kinect-interaction-dataset-5-fold-cross-val.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Accuracy (Fold 1)](<https://www.sota2.com/research/sota/action-recognition-on-sbu-kinect-interaction-dataset-5-fold-cross-val.md?metric=Accuracy%20(Fold%201)>): Higher is better; unit: PERCENT.

- [Accuracy (Fold 2)](<https://www.sota2.com/research/sota/action-recognition-on-sbu-kinect-interaction-dataset-5-fold-cross-val.md?metric=Accuracy%20(Fold%202)>): Higher is better; unit: PERCENT.

- [Accuracy (Fold 3)](<https://www.sota2.com/research/sota/action-recognition-on-sbu-kinect-interaction-dataset-5-fold-cross-val.md?metric=Accuracy%20(Fold%203)>): Higher is better; unit: PERCENT.

- [Accuracy (Fold 4)](<https://www.sota2.com/research/sota/action-recognition-on-sbu-kinect-interaction-dataset-5-fold-cross-val.md?metric=Accuracy%20(Fold%204)>): Higher is better; unit: PERCENT.

- [Accuracy (Fold 5)](<https://www.sota2.com/research/sota/action-recognition-on-sbu-kinect-interaction-dataset-5-fold-cross-val.md?metric=Accuracy%20(Fold%205)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| VA-fusion | 98.3 | Not recorded | 68fa66571e209131cea0f9fa |
| VA-RNN | 97.5 | Not recorded | 68fa66571e209131cea0f9fa |
| VA-CNN | 95.7 | Not recorded | 68fa66571e209131cea0f9fa |
| GCA-LSTM | 94.1 | Not recorded | 68fa66571e209131cea0f9fa |
| Clips+CNN+MTLN | 93.6 | Not recorded | 68fa66571e209131cea0f9fa |
| Clips + CNN + MTLN | 93.57 | Not recorded | 68fa63ce1e209131cea00bf2 |
| ST-LSTM + Trust Gate | 93.3 | Not recorded | 68fa63ce1e209131cea00bf2 |
| ST-LSTM + Trust Gate | 93.3 | Not recorded | 68fa66571e209131cea0f9fa |
| Clips + CNN + Concatenation | 92.86 | Not recorded | 68fa63ce1e209131cea00bf2 |
| Clips + CNN + Pooling | 92.26 | Not recorded | 68fa63ce1e209131cea00bf2 |
| STA-LSTM | 91.5 | Not recorded | 68fa66571e209131cea0f9fa |
| Frames + CNN | 90.88 | Not recorded | 68fa63ce1e209131cea00bf2 |
| Deep LSTM + Co-occurrence | 90.41 | Not recorded | 68fa63ce1e209131cea00bf2 |
| Co-occurrence RNN | 90.4 | Not recorded | 68fa66571e209131cea0f9fa |
| ST-LSTM | 88.6 | Not recorded | 68fa63ce1e209131cea00bf2 |
| Joint Feature | 86.9 | Not recorded | 68fa63ce1e209131cea00bf2 |
| Joint feature | 86.9 | Not recorded | 68fa66571e209131cea0f9fa |
| Deep LSTM | 86.03 | Not recorded | 68fa63ce1e209131cea00bf2 |
| CHARM | 83.9 | Not recorded | 68fa63ce1e209131cea00bf2 |
| HBRNN-L | 80.4 | Not recorded | 68fa66571e209131cea0f9fa |
| Hierarchical RNN | 80.35 | Not recorded | 68fa63ce1e209131cea00bf2 |
| Joint feature | 80.3 | Not recorded | 68fa66571e209131cea0f9fa |
| Coordinates + FTP | 79.75 | Not recorded | 68fa63ce1e209131cea00bf2 |
| Raw skeleton | 79.4 | Not recorded | 68fa66571e209131cea0f9fa |
| Raw Skeleton | 49.7 | Not recorded | 68fa63ce1e209131cea00bf2 |
| Raw skeleton | 49.7 | Not recorded | 68fa66571e209131cea0f9fa |
| LSTM | 47.1 | Not recorded | 68fa69b21e209131cea2382c |
| CAE+ | 46.7 | Not recorded | 68fa69b21e209131cea2382c |
| CAE | 42.6 | Not recorded | 68fa69b21e209131cea2382c |
| GRU | 36.5 | Not recorded | 68fa69b21e209131cea2382c |
| RNN | 34.5 | Not recorded | 68fa69b21e209131cea2382c |

### VA-fusion

Accuracy: 98.3. Result ID: 698cea958b517eb4331da9f1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66571e209131cea0f9fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66571e209131cea0f9fa.md>)

[Implementation](<https://github.com/microsoft/View-Adaptive-Neural-Networks-for-Skeleton-based-Human-Action-Recognition>)

Recorded evaluation configuration: {"augmentation":"true"}. This record does not assert independent reproduction.

### VA-RNN

Accuracy: 97.5. Result ID: 698cea958b517eb4331da9ef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66571e209131cea0f9fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66571e209131cea0f9fa.md>)

[Implementation](<https://github.com/microsoft/View-Adaptive-Neural-Networks-for-Skeleton-based-Human-Action-Recognition>)

Recorded evaluation configuration: {"augmentation":"true"}. This record does not assert independent reproduction.

### VA-CNN

Accuracy: 95.7. Result ID: 698cea958b517eb4331da9f0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66571e209131cea0f9fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66571e209131cea0f9fa.md>)

[Implementation](<https://github.com/microsoft/View-Adaptive-Neural-Networks-for-Skeleton-based-Human-Action-Recognition>)

Recorded evaluation configuration: {"augmentation":"true"}. This record does not assert independent reproduction.

### GCA-LSTM

Accuracy: 94.1. Result ID: 698cea958b517eb4331da9ed.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66571e209131cea0f9fa.md>)

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

### Clips+CNN+MTLN

Accuracy: 93.6. Result ID: 698cea958b517eb4331da9ee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66571e209131cea0f9fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63ce1e209131cea00bf2.md>)

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

### Clips + CNN + MTLN

Accuracy: 93.57. Result ID: 698c027af729bc7f68e7b12a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63ce1e209131cea00bf2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63ce1e209131cea00bf2.md>)

Recorded evaluation configuration: {"input":"Clips","aggregation":"MTLN"}. This record does not assert independent reproduction.

### ST-LSTM + Trust Gate

Accuracy: 93.3. Result ID: 698c027af729bc7f68e7b125.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63ce1e209131cea00bf2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62a31e209131ce9fa75d.md>)

Recorded evaluation configuration: {"mechanism":"Trust Gate"}. This record does not assert independent reproduction.

### ST-LSTM + Trust Gate

Accuracy: 93.3. Result ID: 698cea958b517eb4331da9ec.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66571e209131cea0f9fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62a31e209131ce9fa75d.md>)

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

### Clips + CNN + Concatenation

Accuracy: 92.86. Result ID: 698c027af729bc7f68e7b128.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63ce1e209131cea00bf2.md>)

Recorded evaluation configuration: {"input":"Clips","aggregation":"Concatenation"}. This record does not assert independent reproduction.

### Clips + CNN + Pooling

Accuracy: 92.26. Result ID: 698c027af729bc7f68e7b129.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63ce1e209131cea00bf2.md>)

Recorded evaluation configuration: {"input":"Clips","aggregation":"Pooling"}. This record does not assert independent reproduction.

### STA-LSTM

Accuracy: 91.5. Result ID: 698cea958b517eb4331da9eb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66571e209131cea0f9fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62ed1e209131ce9fbecf.md>)

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

### Frames + CNN

Accuracy: 90.88. Result ID: 698c027af729bc7f68e7b127.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63ce1e209131cea00bf2.md>)

Recorded evaluation configuration: {"input":"Frames","method":"CNN"}. This record does not assert independent reproduction.

### Deep LSTM + Co-occurrence

Accuracy: 90.41. Result ID: 698c027af729bc7f68e7b123.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63ce1e209131cea00bf2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa625c1e209131ce9f8c74.md>)

Recorded evaluation configuration: {"mechanism":"Co-occurrence"}. This record does not assert independent reproduction.

### Co-occurrence RNN

Accuracy: 90.4. Result ID: 698cea958b517eb4331da9ea.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66571e209131cea0f9fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa625c1e209131ce9f8c74.md>)

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

### ST-LSTM

Accuracy: 88.6. Result ID: 698c027af729bc7f68e7b124.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63ce1e209131cea00bf2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62a31e209131ce9fa75d.md>)

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

### Joint Feature

Accuracy: 86.9. Result ID: 698c027af729bc7f68e7b11f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63ce1e209131cea00bf2.md>)

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

### Joint feature

Accuracy: 86.9. Result ID: 698cea958b517eb4331da9e8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66571e209131cea0f9fa.md>)

Recorded evaluation configuration: {"source\_paper":"\[16\]"}. This record does not assert independent reproduction.

### Deep LSTM

Accuracy: 86.03. Result ID: 698c027af729bc7f68e7b122.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63ce1e209131cea00bf2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62681e209131ce9f9306.md>)

[Implementation](<http://rose1.ntu.edu.sg/datasets/actionrecognition.asp>)

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

### CHARM

Accuracy: 83.9. Result ID: 698c027af729bc7f68e7b120.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63ce1e209131cea00bf2.md>)

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

### HBRNN-L

Accuracy: 80.4. Result ID: 698cea958b517eb4331da9e9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66571e209131cea0f9fa.md>)

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

### Hierarchical RNN

Accuracy: 80.35. Result ID: 698c027af729bc7f68e7b121.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63ce1e209131cea00bf2.md>)

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

### Joint feature

Accuracy: 80.3. Result ID: 698cea958b517eb4331da9e6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66571e209131cea0f9fa.md>)

Recorded evaluation configuration: {"source\_paper":"\[56\]"}. This record does not assert independent reproduction.

### Coordinates + FTP

Accuracy: 79.75. Result ID: 698c027af729bc7f68e7b126.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63ce1e209131cea00bf2.md>)

Recorded evaluation configuration: {"input":"Coordinates","method":"FTP"}. This record does not assert independent reproduction.

### Raw skeleton

Accuracy: 79.4. Result ID: 698cea958b517eb4331da9e7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66571e209131cea0f9fa.md>)

Recorded evaluation configuration: {"source\_paper":"\[16\]"}. This record does not assert independent reproduction.

### Raw Skeleton

Accuracy: 49.7. Result ID: 698c027af729bc7f68e7b11e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63ce1e209131cea00bf2.md>)

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

### Raw skeleton

Accuracy: 49.7. Result ID: 698cea958b517eb4331da9e5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66571e209131cea0f9fa.md>)

Recorded evaluation configuration: {"source\_paper":"\[56\]"}. This record does not assert independent reproduction.

### LSTM

Accuracy: 47.1. Result ID: 698dd739ffc3901de0990102.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b21e209131cea2382c.md>)

Recorded evaluation configuration: {"Supervision Type":"Supervised","Evaluation Protocol":"5-fold Cross Validation"}. This record does not assert independent reproduction.

### CAE+

Accuracy: 46.7. Result ID: 698dd739ffc3901de0990104.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b21e209131cea2382c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b21e209131cea2382c.md>)

[Implementation](<https://github.com/Mikexu007/AS-CAL>)

Recorded evaluation configuration: {"Supervision Type":"Unsupervised","Evaluation Protocol":"5-fold Cross Validation","Approach":"AS-CAL"}. This record does not assert independent reproduction.

### CAE

Accuracy: 42.6. Result ID: 698dd739ffc3901de0990103.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b21e209131cea2382c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b21e209131cea2382c.md>)

[Implementation](<https://github.com/Mikexu007/AS-CAL>)

Recorded evaluation configuration: {"Supervision Type":"Unsupervised","Evaluation Protocol":"5-fold Cross Validation","Approach":"AS-CAL"}. This record does not assert independent reproduction.

### GRU

Accuracy: 36.5. Result ID: 698dd739ffc3901de0990101.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b21e209131cea2382c.md>)

Recorded evaluation configuration: {"Supervision Type":"Supervised","Evaluation Protocol":"5-fold Cross Validation"}. This record does not assert independent reproduction.

### RNN

Accuracy: 34.5. Result ID: 698dd739ffc3901de0990100.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b21e209131cea2382c.md>)

Recorded evaluation configuration: {"Supervision Type":"Supervised","Evaluation Protocol":"5-fold Cross Validation"}. This record does not assert independent reproduction.

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