# Spatio-temporal common action localization on Common-AVA reorganized (test)

Source: [Spatio-temporal common action localization on Common-AVA reorganized (test)](<https://www.sota2.com/research/sota/spatio-temporal-common-action-localization-on-common-ava-reorganized-test>)

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

Data updated: 2026-02-26T06:09:15.973Z

Evaluation of Spatio-temporal common action localization performance on the test split of the Common-AVA reorganized dataset, typically measured using frame-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 | Spatio-temporal common action localization |
| Dataset (including any stated split) | Common-AVA reorganized (test) |
| Metric | frame-mAP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [frame-mAP](<https://www.sota2.com/research/sota/spatio-temporal-common-action-localization-on-common-ava-reorganized-test.md?metric=frame-mAP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | frame-mAP | Result date | Report paper |
| --- | --- | --- | --- |
| Few-Shot Transformer | 28.1 | Not recorded | 68fa69ad1e209131cea234e2 |
| Few-Shot Transformer | 25.3 | Not recorded | 68fa69ad1e209131cea234e2 |
| Feng et al. | 23.2 | Not recorded | 68fa69ad1e209131cea234e2 |
| Feng et al. | 21.6 | Not recorded | 68fa69ad1e209131cea234e2 |
| Kang et al. | 21.5 | Not recorded | 68fa69ad1e209131cea234e2 |
| Hu et al. | 21.1 | Not recorded | 68fa69ad1e209131cea234e2 |
| Kang et al. | 19.7 | Not recorded | 68fa69ad1e209131cea234e2 |
| Hu et al. | 18.4 | Not recorded | 68fa69ad1e209131cea234e2 |

### Few-Shot Transformer

frame-mAP: 28.1. Result ID: 698dcf3e8b517eb43323df9f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69ad1e209131cea234e2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ad1e209131cea234e2.md>)

Recorded evaluation configuration: {"shots":5}. This record does not assert independent reproduction.

### Few-Shot Transformer

frame-mAP: 25.3. Result ID: 698dcf3e8b517eb43323df9e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69ad1e209131cea234e2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ad1e209131cea234e2.md>)

Recorded evaluation configuration: {"shots":1}. This record does not assert independent reproduction.

### Feng et al.

frame-mAP: 23.2. Result ID: 698dcf3e8b517eb43323df9d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69ad1e209131cea234e2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64a21e209131cea05c01.md>)

Recorded evaluation configuration: {"shots":5}. This record does not assert independent reproduction.

### Feng et al.

frame-mAP: 21.6. Result ID: 698dcf3e8b517eb43323df9c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69ad1e209131cea234e2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64a21e209131cea05c01.md>)

Recorded evaluation configuration: {"shots":1}. This record does not assert independent reproduction.

### Kang et al.

frame-mAP: 21.5. Result ID: 698dcf3e8b517eb43323df9b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69ad1e209131cea234e2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66901e209131cea10e20.md>)

[Implementation](<https://github.com/bingykang/Fewshot_Detection>)

Recorded evaluation configuration: {"shots":5}. This record does not assert independent reproduction.

### Hu et al.

frame-mAP: 21.1. Result ID: 698dcf3e8b517eb43323df99.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69ad1e209131cea234e2.md>)

Recorded evaluation configuration: {"shots":5}. This record does not assert independent reproduction.

### Kang et al.

frame-mAP: 19.7. Result ID: 698dcf3e8b517eb43323df9a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69ad1e209131cea234e2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66901e209131cea10e20.md>)

[Implementation](<https://github.com/bingykang/Fewshot_Detection>)

Recorded evaluation configuration: {"shots":1}. This record does not assert independent reproduction.

### Hu et al.

frame-mAP: 18.4. Result ID: 698dcf3e8b517eb43323df98.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69ad1e209131cea234e2.md>)

Recorded evaluation configuration: {"shots":1}. This record does not assert independent reproduction.

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