# Action Recognition on THU-READ (test)

Source: [Action Recognition on THU-READ (test)](<https://www.sota2.com/research/sota/action-recognition-on-thu-read-test>)

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

Data updated: 2026-02-26T05:28:06.866Z

Evaluation of video Action Recognition performance on the test split of the THU-READ 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 | Action Recognition |
| Dataset (including any stated split) | THU-READ (test) |
| 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/action-recognition-on-thu-read-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| DTN(CAPF) | 87.04 | Not recorded | 68fa6b7f1e209131cea2e996 |
| TSN | 81.67 | Not recorded | 68fa6b7f1e209131cea2e996 |
| DTN | 81.25 | Not recorded | 68fa6b7f1e209131cea2e996 |
| TSN | 78.23 | Not recorded | 68fa6b7f1e209131cea2e996 |
| DTN | 77.92 | Not recorded | 68fa6b7f1e209131cea2e996 |
| TSN | 73.85 | Not recorded | 68fa6b7f1e209131cea2e996 |
| TSN | 65 | Not recorded | 68fa6b7f1e209131cea2e996 |
| MDNN | 62.92 | Not recorded | 68fa6b7f1e209131cea2e996 |
| Appearance Stream | 41.9 | Not recorded | 68fa6b7f1e209131cea2e996 |
| Depth Stream | 34.06 | Not recorded | 68fa6b7f1e209131cea2e996 |

### DTN(CAPF)

Accuracy: 87.04. Result ID: 698e9091ffc3901de09eb1a9.

[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.

### TSN

Accuracy: 81.67. Result ID: 698e9091ffc3901de09eb1a8.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa62a51e209131ce9fa8d4.md>)

[Implementation](<https://github.com/yjxiong/temporal-segment-networks>)

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

### DTN

Accuracy: 81.25. Result ID: 698e9091ffc3901de09eb1a2.

[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.

### TSN

Accuracy: 78.23. Result ID: 698e9091ffc3901de09eb1a7.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa62a51e209131ce9fa8d4.md>)

[Implementation](<https://github.com/yjxiong/temporal-segment-networks>)

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

### DTN

Accuracy: 77.92. Result ID: 698e9091ffc3901de09eb1a5.

[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.

### TSN

Accuracy: 73.85. Result ID: 698e9091ffc3901de09eb1a1.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa62a51e209131ce9fa8d4.md>)

[Implementation](<https://github.com/yjxiong/temporal-segment-networks>)

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

### TSN

Accuracy: 65. Result ID: 698e9091ffc3901de09eb1a4.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa62a51e209131ce9fa8d4.md>)

[Implementation](<https://github.com/yjxiong/temporal-segment-networks>)

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

### MDNN

Accuracy: 62.92. Result ID: 698e9091ffc3901de09eb1a6.

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

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

### Appearance Stream

Accuracy: 41.9. Result ID: 698e9091ffc3901de09eb1a0.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa61d01e209131ce9f62f5.md>)

[Implementation](<http://www.robots.ox.ac.uk/~vgg/research/very_deep/>)

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

### Depth Stream

Accuracy: 34.06. Result ID: 698e9091ffc3901de09eb1a3.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa61d01e209131ce9f62f5.md>)

[Implementation](<http://www.robots.ox.ac.uk/~vgg/research/very_deep/>)

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

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