# Controllable Video Generation on CrossFPS (test)

Source: [Controllable Video Generation on CrossFPS (test)](<https://www.sota2.com/research/sota/controllable-video-generation-on-crossfps-test>)

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

Data updated: 2026-05-25T08:27:28.588Z

Evaluation of models performing Controllable Video Generation on the test split of the CrossFPS dataset, utilizing metrics such as JEPA, FVD, LPIPS, and various structural/fidelity measures.

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 | Controllable Video Generation |
| Dataset (including any stated split) | CrossFPS (test) |
| Metric | JEPA |
| Unit | SCALAR |
| 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

- [JEPA](<https://www.sota2.com/research/sota/controllable-video-generation-on-crossfps-test.md?metric=JEPA>): Higher is better; unit: SCALAR.

- [FVD](<https://www.sota2.com/research/sota/controllable-video-generation-on-crossfps-test.md?metric=FVD>): Lower is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/controllable-video-generation-on-crossfps-test.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [Dynamic Degradation](<https://www.sota2.com/research/sota/controllable-video-generation-on-crossfps-test.md?metric=Dynamic%20Degradation>): Higher is better; unit: SCALAR.

- [Optical Flow Score](<https://www.sota2.com/research/sota/controllable-video-generation-on-crossfps-test.md?metric=Optical%20Flow%20Score>): Lower is better; unit: SCALAR.

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

- [Photorealism Score](<https://www.sota2.com/research/sota/controllable-video-generation-on-crossfps-test.md?metric=Photorealism%20Score>): Higher is better; unit: SCALAR.

- [Depth Consistency Error](<https://www.sota2.com/research/sota/controllable-video-generation-on-crossfps-test.md?metric=Depth%20Consistency%20Error>): Lower is better; unit: SCALAR.

## Recorded results

| Method | JEPA | Result date | Report paper |
| --- | --- | --- | --- |
| SCOPE | 0.806 | Not recorded | 6a13d75d6f71c5ae7dc9e704 |
| LingBot-World | 0.615 | Not recorded | 6a13d75d6f71c5ae7dc9e704 |
| HY-World 1.5 | 0.464 | Not recorded | 6a13d75d6f71c5ae7dc9e704 |
| Matrix-Game 3.0 | 0.366 | Not recorded | 6a13d75d6f71c5ae7dc9e704 |

### SCOPE

JEPA: 0.806. Result ID: 6a140730fbc373592c0b265b.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d75d6f71c5ae7dc9e704.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a13d75d6f71c5ae7dc9e704.md>)

[Implementation](<https://github.com/z2tong/SCOPE>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LingBot-World

JEPA: 0.615. Result ID: 6a140730fbc373592c0b2659.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d75d6f71c5ae7dc9e704.md>)

[Method origin paper](<https://www.sota2.com/research/paper/697ae9b7a2b28e761d87d11b.md>)

[Implementation](<https://github.com/Robbyant/lingbot-world/>)

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

### HY-World 1.5

JEPA: 0.464. Result ID: 6a140730fbc373592c0b265a.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d75d6f71c5ae7dc9e704.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692d2143d6b0dd33429318ce.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Matrix-Game 3.0

JEPA: 0.366. Result ID: 6a140730fbc373592c0b2658.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d75d6f71c5ae7dc9e704.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69dc78607d0172140ec78902.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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