# Video Generation on VBench Long 480 seconds

Source: [Video Generation on VBench Long 480 seconds](<https://www.sota2.com/research/sota/video-generation-on-vbench-long-480-seconds>)

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

Data updated: 2026-03-16T08:49:45.859Z

Evaluation of Video Generation models using the VBench Long 480 seconds dataset, assessed using perceptual quality metrics (Aesthetic Quality, Imaging Quality) and consistency metrics (Background, Subject, Motion Smoothness).

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) | VBench Long 480 seconds |
| Metric | Aesthetic Quality |
| Unit | PERCENT |
| Direction | Higher 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

- [Aesthetic Quality](<https://www.sota2.com/research/sota/video-generation-on-vbench-long-480-seconds.md?metric=Aesthetic%20Quality>): Higher is better; unit: PERCENT.

- [Background Consistency](<https://www.sota2.com/research/sota/video-generation-on-vbench-long-480-seconds.md?metric=Background%20Consistency>): Higher is better; unit: PERCENT.

- [Imaging Quality](<https://www.sota2.com/research/sota/video-generation-on-vbench-long-480-seconds.md?metric=Imaging%20Quality>): Higher is better; unit: PERCENT.

- [Motion Smoothness](<https://www.sota2.com/research/sota/video-generation-on-vbench-long-480-seconds.md?metric=Motion%20Smoothness>): Higher is better; unit: PERCENT.

- [Subject Consistency](<https://www.sota2.com/research/sota/video-generation-on-vbench-long-480-seconds.md?metric=Subject%20Consistency>): Higher is better; unit: PERCENT.

- [Temporal Flickering Score](<https://www.sota2.com/research/sota/video-generation-on-vbench-long-480-seconds.md?metric=Temporal%20Flickering%20Score>): Higher is better; unit: PERCENT.

- [Average Score](<https://www.sota2.com/research/sota/video-generation-on-vbench-long-480-seconds.md?metric=Average%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Aesthetic Quality | Result date | Report paper |
| --- | --- | --- | --- |
| MemRoPE | 57.96 | Not recorded | 69b78e9d0636e5bf4afbdcc2 |
| ∞-RoPE | 56.77 | Not recorded | 69b78e9d0636e5bf4afbdcc2 |
| MemRoPE | 56.12 | Not recorded | 69b78e9d0636e5bf4afbdcc2 |
| ∞-RoPE | 48.35 | Not recorded | 69b78e9d0636e5bf4afbdcc2 |

### MemRoPE

Aesthetic Quality: 57.96. Result ID: 69b7c41247f34ce9249f7f06.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e9d0636e5bf4afbdcc2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b78e9d0636e5bf4afbdcc2.md>)

Recorded evaluation configuration: {"Base Model":"LongLive \[44\]"}. This record does not assert independent reproduction.

### ∞-RoPE

Aesthetic Quality: 56.77. Result ID: 69b7c41247f34ce9249f7f05.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e9d0636e5bf4afbdcc2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692689c7d6b0dd3342930656.md>)

Recorded evaluation configuration: {"Base Model":"LongLive \[44\]"}. This record does not assert independent reproduction.

### MemRoPE

Aesthetic Quality: 56.12. Result ID: 69b7c41247f34ce9249f7f04.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e9d0636e5bf4afbdcc2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b78e9d0636e5bf4afbdcc2.md>)

Recorded evaluation configuration: {"Base Model":"Self-Forcing \[19\]"}. This record does not assert independent reproduction.

### ∞-RoPE

Aesthetic Quality: 48.35. Result ID: 69b7c41247f34ce9249f7f03.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e9d0636e5bf4afbdcc2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692689c7d6b0dd3342930656.md>)

Recorded evaluation configuration: {"Base Model":"Self-Forcing \[19\]"}. This record does not assert independent reproduction.

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