# Video Generation on LongLive

Source: [Video Generation on LongLive](<https://www.sota2.com/research/sota/video-generation-on-longlive>)

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

Data updated: 2026-03-16T08:49:45.783Z

Evaluation of video generation models on the LongLive dataset, assessing perceptual quality metrics such as Color Consistency, Subject Consistency, Background Consistency, Text Alignment, Motion Smoothness, and Overall Preference.

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) | LongLive |
| Metric | Color Consistency |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [Color Consistency](<https://www.sota2.com/research/sota/video-generation-on-longlive.md?metric=Color%20Consistency>): Higher is better; unit: SCALAR.

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

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

- [Text Alignment](<https://www.sota2.com/research/sota/video-generation-on-longlive.md?metric=Text%20Alignment>): Higher is better; unit: SCALAR.

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

- [Overall Preference](<https://www.sota2.com/research/sota/video-generation-on-longlive.md?metric=Overall%20Preference>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Color Consistency | Result date | Report paper |
| --- | --- | --- | --- |
| MemRoPE | 81.6 | Not recorded | 69b78e9d0636e5bf4afbdcc2 |
| MemRoPE | 81.3 | Not recorded | 69b78e9d0636e5bf4afbdcc2 |
| MemRoPE | 79 | Not recorded | 69b78e9d0636e5bf4afbdcc2 |

### MemRoPE

Color Consistency: 81.6. Result ID: 69b7c41247f34ce9249f7ef0.

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

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

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

### MemRoPE

Color Consistency: 81.3. Result ID: 69b7c41247f34ce9249f7ef2.

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

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

Recorded evaluation configuration: {"Baseline":"∞-RoPE \[47\]"}. This record does not assert independent reproduction.

### MemRoPE

Color Consistency: 79. Result ID: 69b7c41247f34ce9249f7ef1.

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

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

Recorded evaluation configuration: {"Baseline":"Deep Forcing \[48\]"}. This record does not assert independent reproduction.

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