# Video Question Answering on MSR-VTT (Frame Sampling Accuracy)

Source: [Video Question Answering on MSR-VTT (Frame Sampling Accuracy)](<https://www.sota2.com/research/sota/video-question-answering-on-msr-vtt-frame-sampling-accuracy>)

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

Data updated: 2026-06-01T08:08:07.022Z

Evaluation of model performance on the MSR-VTT dataset for Video Question Answering, reporting accuracy based on predictions made after observing 10%, 25%, and 50% of the video frames.

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) | MSR-VTT |
| Metric | Accuracy (50% Frames) |
| 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

- [Accuracy (50% Frames)](<https://www.sota2.com/research/sota/video-question-answering-on-msr-vtt-frame-sampling-accuracy.md?metric=Accuracy%20(50%25%20Frames)>): Higher is better; unit: PERCENT.

- [Accuracy (25% Frames)](<https://www.sota2.com/research/sota/video-question-answering-on-msr-vtt-frame-sampling-accuracy.md?metric=Accuracy%20(25%25%20Frames)>): Higher is better; unit: PERCENT.

- [Accuracy (10% Frames)](<https://www.sota2.com/research/sota/video-question-answering-on-msr-vtt-frame-sampling-accuracy.md?metric=Accuracy%20(10%25%20Frames)>): Higher is better; unit: PERCENT.

- [Accuracy Drop (50% to 10%)](<https://www.sota2.com/research/sota/video-question-answering-on-msr-vtt-frame-sampling-accuracy.md?metric=Accuracy%20Drop%20(50%25%20to%2010%25)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Accuracy (50% Frames) | Result date | Report paper |
| --- | --- | --- | --- |
| SLAP | 45.2 | Not recorded | 6a1d1214dbd7150506f84010 |
| Video-LLaMA 3 | 44.5 | Not recorded | 6a1d1214dbd7150506f84010 |
| Stable Video Diffusion | 43.8 | Not recorded | 6a1d1214dbd7150506f84010 |
| Linear Interpolation | 40.1 | Not recorded | 6a1d1214dbd7150506f84010 |
| Zero-Order Hold | 38.4 | Not recorded | 6a1d1214dbd7150506f84010 |

### SLAP

Accuracy (50% Frames): 45.2. Result ID: 6a1d3dd6fbc373592c16494a.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d1214dbd7150506f84010.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1d1214dbd7150506f84010.md>)

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

### Video-LLaMA 3

Accuracy (50% Frames): 44.5. Result ID: 6a1d3dd6fbc373592c164948.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d1214dbd7150506f84010.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e393.md>)

[Implementation](<https://github.com/DAMO-NLP-SG/Video-LLaMA>)

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

### Stable Video Diffusion

Accuracy (50% Frames): 43.8. Result ID: 6a1d3dd6fbc373592c164949.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d1214dbd7150506f84010.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa714b1e209131cea507c0.md>)

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

### Linear Interpolation

Accuracy (50% Frames): 40.1. Result ID: 6a1d3dd6fbc373592c164947.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d1214dbd7150506f84010.md>)

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

### Zero-Order Hold

Accuracy (50% Frames): 38.4. Result ID: 6a1d3dd6fbc373592c164946.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d1214dbd7150506f84010.md>)

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

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