# Video Question Answering on EgoMCQ

Source: [Video Question Answering on EgoMCQ](<https://www.sota2.com/research/sota/video-question-answering-on-egomcq>)

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

Data updated: 2026-02-26T05:47:17.857Z

Evaluation of model performance on the EgoMCQ dataset for Video Question Answering, reporting Intra-video and Inter-video 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 | Video Question Answering |
| Dataset (including any stated split) | EgoMCQ |
| Metric | Intra-video Acc |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [Intra-video Acc](<https://www.sota2.com/research/sota/video-question-answering-on-egomcq.md?metric=Intra-video%20Acc>): Higher is better; unit: PERCENT.

- [Inter-video Acc](<https://www.sota2.com/research/sota/video-question-answering-on-egomcq.md?metric=Inter-video%20Acc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Intra-video Acc | Result date | Report paper |
| --- | --- | --- | --- |
| VideoDistill | 92.7 | Not recorded | 68fa72bf1e209131cea58589 |
| VideoDistill+ | 92 | Not recorded | 68fa72bf1e209131cea58589 |
| EgoVLP-v2 | 91 | Not recorded | 68fa72bf1e209131cea58589 |
| EgoNCE w/Pos&Neg | 90.6 | Not recorded | 68fa72bf1e209131cea58589 |
| EgoNCE w/Pos | 89.7 | Not recorded | 68fa72bf1e209131cea58589 |
| FrozenInTime | 89.4 | Not recorded | 68fa72bf1e209131cea58589 |
| TimeSFormer+Distillbert | 85.5 | Not recorded | 68fa72bf1e209131cea58589 |

### VideoDistill

Intra-video Acc: 92.7. Result ID: 6992771c3a6c3148490f25ac.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72bf1e209131cea58589.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72bf1e209131cea58589.md>)

[Implementation](<https://zoubo9034.github.io/VideoDistill/>)

Recorded evaluation configuration: {"Pretraining set":"WebVid, HD-VILA, EgoCLIP","Pairs":"11M"}. This record does not assert independent reproduction.

### VideoDistill+

Intra-video Acc: 92. Result ID: 6992771c3a6c3148490f25ab.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72bf1e209131cea58589.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72bf1e209131cea58589.md>)

[Implementation](<https://zoubo9034.github.io/VideoDistill/>)

Recorded evaluation configuration: {"Pretraining set":"WebVid, HD-VILA, EgoCLIP","Pairs":"11M","Finetuned in contrastive manner":"true"}. This record does not assert independent reproduction.

### EgoVLP-v2

Intra-video Acc: 91. Result ID: 6992771c3a6c3148490f25aa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72bf1e209131cea58589.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70581e209131cea4a717.md>)

Recorded evaluation configuration: {"Pretraining set":"EgoCLIP","Pairs":"3.8M"}. This record does not assert independent reproduction.

### EgoNCE w/Pos&Neg

Intra-video Acc: 90.6. Result ID: 6992771c3a6c3148490f25a9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72bf1e209131cea58589.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9f1e209131cea3aedd.md>)

[Implementation](<https://github.com/showlab/EgoVLP>)

Recorded evaluation configuration: {"Pretraining set":"EgoCLIP","Pairs":"3.8M"}. This record does not assert independent reproduction.

### EgoNCE w/Pos

Intra-video Acc: 89.7. Result ID: 6992771c3a6c3148490f25a8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72bf1e209131cea58589.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9f1e209131cea3aedd.md>)

[Implementation](<https://github.com/showlab/EgoVLP>)

Recorded evaluation configuration: {"Pretraining set":"EgoCLIP","Pairs":"3.8M"}. This record does not assert independent reproduction.

### FrozenInTime

Intra-video Acc: 89.4. Result ID: 6992771c3a6c3148490f25a7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72bf1e209131cea58589.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c8b1e209131cea349cb.md>)

[Implementation](<https://m-bain.github.io/webvid-dataset/>)

Recorded evaluation configuration: {"Pretraining set":"EgoCLIP","Pairs":"3.8M"}. This record does not assert independent reproduction.

### TimeSFormer+Distillbert

Intra-video Acc: 85.5. Result ID: 6992771c3a6c3148490f25a6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72bf1e209131cea58589.md>)

Recorded evaluation configuration: {"Pretraining set":"EgoCLIP","Pairs":"3.8M"}. This record does not assert independent reproduction.

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