# Video Generation on SmartDirector Custom Benchmark Single-Shot 1.0

Source: [Video Generation on SmartDirector Custom Benchmark Single-Shot 1.0](<https://www.sota2.com/research/sota/video-generation-on-smartdirector-custom-benchmark-single-shot-1-0>)

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

Data updated: 2026-05-28T08:13:42.008Z

Evaluation of video generation models on the SmartDirector Custom Benchmark Single-Shot 1.0 dataset, assessing metrics like FVD, instruction following, narrative coherence, and physical consistency.

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 Generation |
| Dataset (including any stated split) | SmartDirector Custom Benchmark Single-Shot 1.0 |
| Metric | FVD |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 2 of 2 |
| 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

- [FVD](<https://www.sota2.com/research/sota/video-generation-on-smartdirector-custom-benchmark-single-shot-1-0.md?metric=FVD>): Lower is better; unit: SCALAR.

- [Instruction Following](<https://www.sota2.com/research/sota/video-generation-on-smartdirector-custom-benchmark-single-shot-1-0.md?metric=Instruction%20Following>): Higher is better; unit: PERCENT.

- [Narrative Coherence](<https://www.sota2.com/research/sota/video-generation-on-smartdirector-custom-benchmark-single-shot-1-0.md?metric=Narrative%20Coherence>): Higher is better; unit: PERCENT.

- [Physical Consistency](<https://www.sota2.com/research/sota/video-generation-on-smartdirector-custom-benchmark-single-shot-1-0.md?metric=Physical%20Consistency>): Higher is better; unit: PERCENT.

- [Video Quality](<https://www.sota2.com/research/sota/video-generation-on-smartdirector-custom-benchmark-single-shot-1-0.md?metric=Video%20Quality>): Higher is better; unit: PERCENT.

- [Video Aesthetic Quality](<https://www.sota2.com/research/sota/video-generation-on-smartdirector-custom-benchmark-single-shot-1-0.md?metric=Video%20Aesthetic%20Quality>): Higher is better; unit: PERCENT.

- [Average Score](<https://www.sota2.com/research/sota/video-generation-on-smartdirector-custom-benchmark-single-shot-1-0.md?metric=Average%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | FVD | Result date | Report paper |
| --- | --- | --- | --- |
| SmartDirector | 41.12 | Not recorded | 6a17cc2ddbd7150506f8141f |
| Dreamina | 226.85 | Not recorded | 6a17cc2ddbd7150506f8141f |

### SmartDirector

FVD: 41.12. Result ID: 6a17f921fbc373592c119a8c.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc2ddbd7150506f8141f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cc2ddbd7150506f8141f.md>)

[Implementation](<https://github.com/Orange-3DV-Team/SmartDirector>)

Recorded evaluation configuration: {"Scenario":"Single-Shot"}. This record does not assert independent reproduction.

### Dreamina

FVD: 226.85. Result ID: 6a17f921fbc373592c119a8b.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc2ddbd7150506f8141f.md>)

Recorded evaluation configuration: {"Scenario":"Single-Shot"}. This record does not assert independent reproduction.

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