# Action Recognition on Ego-Exo4D Cooking

Source: [Action Recognition on Ego-Exo4D Cooking](<https://www.sota2.com/research/sota/action-recognition-on-ego-exo4d-cooking>)

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

Data updated: 2026-05-25T07:39:08.132Z

Evaluation of Action Recognition performance on the Ego-Exo4D Cooking dataset, reporting Top-1 accuracy and Delta metrics.

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 | Action Recognition |
| Dataset (including any stated split) | Ego-Exo4D Cooking |
| Metric | Top-1 Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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/action-recognition-on-ego-exo4d-cooking.md?metric=Top-1%20Accuracy>): Higher is better; unit: PERCENT.

- [Delta](<https://www.sota2.com/research/sota/action-recognition-on-ego-exo4d-cooking.md?metric=Delta>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Top-1 Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| TIME + VideoMAEv2 | 55.74 | Not recorded | 6a13d78a6f71c5ae7dc9e8b5 |
| TIME + V-JEPA 2 | 48.52 | Not recorded | 6a13d78a6f71c5ae7dc9e8b5 |
| TIME + CLIP | 43.27 | Not recorded | 6a13d78a6f71c5ae7dc9e8b5 |
| TIME + DINOv3 | 43.27 | Not recorded | 6a13d78a6f71c5ae7dc9e8b5 |
| TIME + RVM | 39.66 | Not recorded | 6a13d78a6f71c5ae7dc9e8b5 |

### TIME + VideoMAEv2

Top-1 Accuracy: 55.74. Result ID: 6a13fc89fbc373592c0adb49.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d78a6f71c5ae7dc9e8b5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a13d78a6f71c5ae7dc9e8b5.md>)

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

### TIME + V-JEPA 2

Top-1 Accuracy: 48.52. Result ID: 6a13fc89fbc373592c0adb4b.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d78a6f71c5ae7dc9e8b5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a13d78a6f71c5ae7dc9e8b5.md>)

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

### TIME + CLIP

Top-1 Accuracy: 43.27. Result ID: 6a13fc89fbc373592c0adb47.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d78a6f71c5ae7dc9e8b5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a13d78a6f71c5ae7dc9e8b5.md>)

Recorded evaluation configuration: {"frames":"4f"}. This record does not assert independent reproduction.

### TIME + DINOv3

Top-1 Accuracy: 43.27. Result ID: 6a13fc89fbc373592c0adb48.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d78a6f71c5ae7dc9e8b5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a13d78a6f71c5ae7dc9e8b5.md>)

Recorded evaluation configuration: {"frames":"4f"}. This record does not assert independent reproduction.

### TIME + RVM

Top-1 Accuracy: 39.66. Result ID: 6a13fc89fbc373592c0adb4a.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d78a6f71c5ae7dc9e8b5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a13d78a6f71c5ae7dc9e8b5.md>)

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

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