# Spatiotemporal Action Localization on AVA-Kinetics

Source: [Spatiotemporal Action Localization on AVA-Kinetics](<https://www.sota2.com/research/sota/spatiotemporal-action-localization-on-ava-kinetics>)

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

Data updated: 2026-02-26T06:09:28.348Z

Evaluation of Spatiotemporal Action Localization performance on the AVA-Kinetics dataset, reporting Mean Average Precision (mAP).

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 | Spatiotemporal Action Localization |
| Dataset (including any stated split) | AVA-Kinetics |
| Metric | mAP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [mAP](<https://www.sota2.com/research/sota/spatiotemporal-action-localization-on-ava-kinetics.md?metric=mAP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP | Result date | Report paper |
| --- | --- | --- | --- |
| InternVideo | 42.51 | Not recorded | 68fa6e201e209131cea3dfc3 |
| RM | 40.97 | Not recorded | 68fa6e201e209131cea3dfc3 |
| ACAR | 40.49 | Not recorded | 68fa6e201e209131cea3dfc3 |

### InternVideo

mAP: 42.51. Result ID: 699010bc3a6c314849fddd1d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e201e209131cea3dfc3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e201e209131cea3dfc3.md>)

[Implementation](<https://github.com/OpenGVLab/InternVideo>)

Recorded evaluation configuration: {"Head":"Linear"}. This record does not assert independent reproduction.

### RM

mAP: 40.97. Result ID: 699010bc3a6c314849fddd1c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e201e209131cea3dfc3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a2d1e209131cea26a26.md>)

Recorded evaluation configuration: {"Head":"RM \[78\]","Ensemble":"true"}. This record does not assert independent reproduction.

### ACAR

mAP: 40.49. Result ID: 699010bc3a6c314849fddd1b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e201e209131cea3dfc3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69c91e209131cea23f91.md>)

[Implementation](<https://github.com/Siyu-C/ACAR-Net>)

Recorded evaluation configuration: {"Head":"ACAR \[77\]","Ensemble":"true"}. This record does not assert independent reproduction.

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