# Egocentric Activity Recognition on EGTEA

Source: [Egocentric Activity Recognition on EGTEA](<https://www.sota2.com/research/sota/egocentric-activity-recognition-on-egtea>)

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

Data updated: 2026-02-26T06:01:43.916Z

Evaluation of Egocentric Activity Recognition performance using the EGTEA dataset, reporting Recognition 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 | Egocentric Activity Recognition |
| Dataset (including any stated split) | EGTEA |
| Metric | Recognition Accuracy |
| 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

- [Recognition Accuracy](<https://www.sota2.com/research/sota/egocentric-activity-recognition-on-egtea.md?metric=Recognition%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Recognition Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| LSTA | 0.6186 | Not recorded | 68fa65a51e209131cea0b95c |
| ego-rnn | 0.6076 | Not recorded | 68fa65a51e209131cea0b95c |
| LSTA-RGB | 0.5794 | Not recorded | 68fa65a51e209131cea0b95c |
| eleGAtt | 0.5701 | Not recorded | 68fa65a51e209131cea0b95c |
| TSN | 0.5593 | Not recorded | 68fa65a51e209131cea0b95c |
| Li et al. | 0.533 | Not recorded | 68fa65a51e209131cea0b95c |
| Li et al. | 0.465 | Not recorded | 68fa65a51e209131cea0b95c |
| Two stream | 0.4184 | Not recorded | 68fa65a51e209131cea0b95c |

### LSTA

Recognition Accuracy: 0.6186. Result ID: 698cbf7c8b517eb4331c7980.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65a51e209131cea0b95c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65a51e209131cea0b95c.md>)

[Implementation](<https://github.com/swathikirans/LSTA>)

Recorded evaluation configuration: {"Input Modality":"Two-stream"}. This record does not assert independent reproduction.

### ego-rnn

Recognition Accuracy: 0.6076. Result ID: 698cbf7c8b517eb4331c797e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65a51e209131cea0b95c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64a81e209131cea05e96.md>)

[Implementation](<https://www.sota2.com/github.com/swathikirans/ego-rnn>)

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

### LSTA-RGB

Recognition Accuracy: 0.5794. Result ID: 698cbf7c8b517eb4331c797f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65a51e209131cea0b95c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65a51e209131cea0b95c.md>)

[Implementation](<https://github.com/swathikirans/LSTA>)

Recorded evaluation configuration: {"Input Modality":"RGB"}. This record does not assert independent reproduction.

### eleGAtt

Recognition Accuracy: 0.5701. Result ID: 698cbf7c8b517eb4331c797d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65a51e209131cea0b95c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa649d1e209131cea05940.md>)

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

### TSN

Recognition Accuracy: 0.5593. Result ID: 698cbf7c8b517eb4331c797c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65a51e209131cea0b95c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62a51e209131ce9fa8d4.md>)

[Implementation](<https://github.com/yjxiong/temporal-segment-networks>)

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

### Li et al.

Recognition Accuracy: 0.533. Result ID: 698cbf7c8b517eb4331c797a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65a51e209131cea0b95c.md>)

Recorded evaluation configuration: {"Supervision Type":"Strong"}. This record does not assert independent reproduction.

### Li et al.

Recognition Accuracy: 0.465. Result ID: 698cbf7c8b517eb4331c7979.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65a51e209131cea0b95c.md>)

Recorded evaluation configuration: {"Supervision Type":"Strong"}. This record does not assert independent reproduction.

### Two stream

Recognition Accuracy: 0.4184. Result ID: 698cbf7c8b517eb4331c797b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65a51e209131cea0b95c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61951e209131ce9f4ccf.md>)

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

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