# Action Recognition on UCF -\> PA-HMDB (test)

Source: [Action Recognition on UCF -\> PA-HMDB (test)](<https://www.sota2.com/research/sota/action-recognition-on-ucf-pa-hmdb-test>)

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

Data updated: 2026-02-26T06:06:38.562Z

Evaluation of video action recognition performance using the test split involving the UCF and PA-HMDB datasets.

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) | UCF -\> PA-HMDB (test) |
| Metric | Top-1 Acc |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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 Acc](<https://www.sota2.com/research/sota/action-recognition-on-ucf-pa-hmdb-test.md?metric=Top-1%20Acc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Top-1 Acc | Result date | Report paper |
| --- | --- | --- | --- |
| Raw data | 43.6 | Not recorded | 68fa6c161e209131cea320da |
| SPAct | 42.8 | Not recorded | 68fa6c161e209131cea320da |
| Obf-WeakBlur | 41.7 | Not recorded | 68fa6c161e209131cea320da |
| Noisy Features | 41.5 | Not recorded | 68fa6c161e209131cea320da |
| Supervised | 40.6 | Not recorded | 68fa6c161e209131cea320da |
| Obf-StrongBlur | 36.4 | Not recorded | 68fa6c161e209131cea320da |
| Downsample-2x | 36.1 | Not recorded | 68fa6c161e209131cea320da |
| Obf-Blackening | 34.2 | Not recorded | 68fa6c161e209131cea320da |
| Downsample-4x | 25.8 | Not recorded | 68fa6c161e209131cea320da |

### Raw data

Top-1 Acc: 43.6. Result ID: 698ecd3cffc3901de0a16155.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c161e209131cea320da.md>)

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

### SPAct

Top-1 Acc: 42.8. Result ID: 698ecd3cffc3901de0a1615d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c161e209131cea320da.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c161e209131cea320da.md>)

[Implementation](<https://github.com/DAVEISHAN/SPAct>)

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

### Obf-WeakBlur

Top-1 Acc: 41.7. Result ID: 698ecd3cffc3901de0a1615a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c161e209131cea320da.md>)

Recorded evaluation configuration: {"obfuscation":"weak blur"}. This record does not assert independent reproduction.

### Noisy Features

Top-1 Acc: 41.5. Result ID: 698ecd3cffc3901de0a1615b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c161e209131cea320da.md>)

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

### Supervised

Top-1 Acc: 40.6. Result ID: 698ecd3cffc3901de0a1615c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c161e209131cea320da.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69971e209131cea22ea1.md>)

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

### Obf-StrongBlur

Top-1 Acc: 36.4. Result ID: 698ecd3cffc3901de0a16159.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c161e209131cea320da.md>)

Recorded evaluation configuration: {"obfuscation":"strong blur"}. This record does not assert independent reproduction.

### Downsample-2x

Top-1 Acc: 36.1. Result ID: 698ecd3cffc3901de0a16156.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c161e209131cea320da.md>)

Recorded evaluation configuration: {"downsampling":"2x"}. This record does not assert independent reproduction.

### Obf-Blackening

Top-1 Acc: 34.2. Result ID: 698ecd3cffc3901de0a16158.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c161e209131cea320da.md>)

Recorded evaluation configuration: {"obfuscation":"blackening"}. This record does not assert independent reproduction.

### Downsample-4x

Top-1 Acc: 25.8. Result ID: 698ecd3cffc3901de0a16157.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c161e209131cea320da.md>)

Recorded evaluation configuration: {"downsampling":"4x"}. This record does not assert independent reproduction.

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