# Video Action Recognition on UAV Human Night (test)

Source: [Video Action Recognition on UAV Human Night (test)](<https://www.sota2.com/research/sota/video-action-recognition-on-uav-human-night-test>)

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

Data updated: 2026-02-26T06:06:59.060Z

Evaluation of Video Action Recognition performance on the test split of the UAV Human Night dataset, measured using Top-1 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 | Video Action Recognition |
| Dataset (including any stated split) | UAV Human Night (test) |
| Metric | Top-1 Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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/video-action-recognition-on-uav-human-night-test.md?metric=Top-1%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Top-1 Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| FAR | 33.78 | Not recorded | 68fa6cfc1e209131cea371fb |
| I3D | 28.72 | Not recorded | 68fa6cfc1e209131cea371fb |

### FAR

Top-1 Accuracy: 33.78. Result ID: 698f764e3a6c314849f8c48a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cfc1e209131cea371fb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cfc1e209131cea371fb.md>)

[Implementation](<https://gamma.umd.edu/far>)

Recorded evaluation configuration: {"Frames":"8","Input Size":"480 x 640","Initialization":"Kinetics"}. This record does not assert independent reproduction.

### I3D

Top-1 Accuracy: 28.72. Result ID: 698f764e3a6c314849f8c489.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cfc1e209131cea371fb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64051e209131cea020a8.md>)

Recorded evaluation configuration: {"Frames":"8","Input Size":"480 x 640","Initialization":"Kinetics"}. This record does not assert independent reproduction.

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