# Video Action Recognition on Drone Action (test)

Source: [Video Action Recognition on Drone Action (test)](<https://www.sota2.com/research/sota/video-action-recognition-on-drone-action-test>)

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

Data updated: 2026-02-26T06:06:59.074Z

Evaluation of video action recognition performance on the test split of the Drone Action dataset, typically measured by 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) | Drone Action (test) |
| Metric | Top-1 Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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-drone-action-test.md?metric=Top-1%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Top-1 Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| FAR | 92.7 | Not recorded | 68fa6cfc1e209131cea371fb |
| X3D-M | 83.4 | Not recorded | 68fa6cfc1e209131cea371fb |
| PCNN | 75.92 | Not recorded | 68fa6cfc1e209131cea371fb |
| HLPF | 64.36 | Not recorded | 68fa6cfc1e209131cea371fb |

### FAR

Top-1 Accuracy: 92.7. Result ID: 698f764e3a6c314849f8c48e.

[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":"16","Input Size":"224 x 224","Initialization":"Kinetics"}. This record does not assert independent reproduction.

### X3D-M

Top-1 Accuracy: 83.4. Result ID: 698f764e3a6c314849f8c48d.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa67531e209131cea15826.md>)

Recorded evaluation configuration: {"Frames":"16","Input Size":"224 x 224","Initialization":"Kinetics"}. This record does not assert independent reproduction.

### PCNN

Top-1 Accuracy: 75.92. Result ID: 698f764e3a6c314849f8c48c.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa62181e209131ce9f7952.md>)

Recorded evaluation configuration: {"Frames":"-","Input Size":"1920 x 1080","Initialization":"None"}. This record does not assert independent reproduction.

### HLPF

Top-1 Accuracy: 64.36. Result ID: 698f764e3a6c314849f8c48b.

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

Recorded evaluation configuration: {"Frames":"All","Input Size":"1920 x 1080","Initialization":"None"}. This record does not assert independent reproduction.

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