# Streaming Narration on Ego4D v1 (test)

Source: [Streaming Narration on Ego4D v1 (test)](<https://www.sota2.com/research/sota/streaming-narration-on-ego4d-v1-test>)

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

Data updated: 2026-06-02T08:46:04.734Z

Evaluation of model performance on the Streaming Narration task using the test split of the Ego4D v1 dataset, including metrics related to efficiency (MACs, Cache) and caption quality (F1, CIDEr, METEOR, ROUGE-L).

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 | Streaming Narration |
| Dataset (including any stated split) | Ego4D v1 (test) |
| Metric | MACs |
| Unit | SIZE |
| Direction | Lower 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

- [MACs](<https://www.sota2.com/research/sota/streaming-narration-on-ego4d-v1-test.md?metric=MACs>): Lower is better; unit: SIZE.

- [Cache Size](<https://www.sota2.com/research/sota/streaming-narration-on-ego4d-v1-test.md?metric=Cache%20Size>): Lower is better; unit: SIZE.

- [Precision](<https://www.sota2.com/research/sota/streaming-narration-on-ego4d-v1-test.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/streaming-narration-on-ego4d-v1-test.md?metric=Recall>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/streaming-narration-on-ego4d-v1-test.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [CIDEr](<https://www.sota2.com/research/sota/streaming-narration-on-ego4d-v1-test.md?metric=CIDEr>): Higher is better; unit: SCALAR.

- [METEOR](<https://www.sota2.com/research/sota/streaming-narration-on-ego4d-v1-test.md?metric=METEOR>): Higher is better; unit: SCALAR.

- [ROUGE-L](<https://www.sota2.com/research/sota/streaming-narration-on-ego4d-v1-test.md?metric=ROUGE-L>): Higher is better; unit: SCALAR.

## Recorded results

| Method | MACs | Result date | Report paper |
| --- | --- | --- | --- |
| Videollm-mod | 9.64 | Not recorded | 6a1e63c5dbd7150506f853b6 |
| FLOWNAR-C | 16.5 | Not recorded | 6a1e63c5dbd7150506f853b6 |
| FLOWNAR | 16.7 | Not recorded | 6a1e63c5dbd7150506f853b6 |
| Videollm-online | 18.06 | Not recorded | 6a1e63c5dbd7150506f853b6 |

### Videollm-mod

MACs: 9.64. Result ID: 6a1e9745fbc373592c18cd32.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c5dbd7150506f853b6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74a01e209131cea62b99.md>)

Recorded evaluation configuration: {"DCM":"false"}. This record does not assert independent reproduction.

### FLOWNAR-C

MACs: 16.5. Result ID: 6a1e9745fbc373592c18cd33.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c5dbd7150506f853b6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e63c5dbd7150506f853b6.md>)

Recorded evaluation configuration: {"DCM":"true"}. This record does not assert independent reproduction.

### FLOWNAR

MACs: 16.7. Result ID: 6a1e9745fbc373592c18cd34.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c5dbd7150506f853b6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e63c5dbd7150506f853b6.md>)

Recorded evaluation configuration: {"DCM":"true"}. This record does not assert independent reproduction.

### Videollm-online

MACs: 18.06. Result ID: 6a1e9745fbc373592c18cd31.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c5dbd7150506f853b6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73a71e209131cea5db14.md>)

[Implementation](<https://www.sota2.com/showlab.github.io/videollm-online>)

Recorded evaluation configuration: {"DCM":"false"}. This record does not assert independent reproduction.

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