# Long Video Generation on VBench Long 120 seconds Source: [Long Video Generation on VBench Long 120 seconds]() Collection index: [llms.txt]() Data updated: 2026-03-16T08:49:45.810Z Evaluation of Long Video Generation models using the VBench Long 120 seconds dataset, assessed using perceptual quality, consistency metrics, and summary statistics (Average, Delta). 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 | Long Video Generation | | Dataset (including any stated split) | VBench Long 120 seconds | | Metric | Aesthetic Quality | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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](): Higher is better; unit: PERCENT. - [Background Consistency](): Higher is better; unit: PERCENT. - [Imaging Quality](): Higher is better; unit: PERCENT. - [Motion Smoothness](): Higher is better; unit: PERCENT. - [Subject Consistency](): Higher is better; unit: PERCENT. - [Temporal Flickering](): Higher is better; unit: PERCENT. - [Average Score](): Higher is better; unit: PERCENT. - [Delta](): Lower is better; unit: SCALAR. ## Recorded results | Method | Aesthetic Quality | Result date | Report paper | | --- | --- | --- | --- | | MemRoPE | 59.25 | Not recorded | 69b78e9d0636e5bf4afbdcc2 | | Deep Forcing | 59.16 | Not recorded | 69b78e9d0636e5bf4afbdcc2 | | ∞-RoPE | 57.87 | Not recorded | 69b78e9d0636e5bf4afbdcc2 | | LongLive | 57.21 | Not recorded | 69b78e9d0636e5bf4afbdcc2 | | Deep Forcing | 56.86 | Not recorded | 69b78e9d0636e5bf4afbdcc2 | | MemRoPE | 56.77 | Not recorded | 69b78e9d0636e5bf4afbdcc2 | | Self-Forcing | 55.11 | Not recorded | 69b78e9d0636e5bf4afbdcc2 | | ∞-RoPE | 52.82 | Not recorded | 69b78e9d0636e5bf4afbdcc2 | ### MemRoPE Aesthetic Quality: 59.25. Result ID: 69b7c41247f34ce9249f7efa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"LongLive"}. This record does not assert independent reproduction. ### Deep Forcing Aesthetic Quality: 59.16. Result ID: 69b7c41247f34ce9249f7ef8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"LongLive"}. This record does not assert independent reproduction. ### ∞-RoPE Aesthetic Quality: 57.87. Result ID: 69b7c41247f34ce9249f7ef9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"LongLive"}. This record does not assert independent reproduction. ### LongLive Aesthetic Quality: 57.21. Result ID: 69b7c41247f34ce9249f7ef7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"LongLive"}. This record does not assert independent reproduction. ### Deep Forcing Aesthetic Quality: 56.86. Result ID: 69b7c41247f34ce9249f7ef4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Self-Forcing"}. This record does not assert independent reproduction. ### MemRoPE Aesthetic Quality: 56.77. Result ID: 69b7c41247f34ce9249f7ef6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Self-Forcing"}. This record does not assert independent reproduction. ### Self-Forcing Aesthetic Quality: 55.11. Result ID: 69b7c41247f34ce9249f7ef3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Self-Forcing"}. This record does not assert independent reproduction. ### ∞-RoPE Aesthetic Quality: 52.82. Result ID: 69b7c41247f34ce9249f7ef5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Self-Forcing"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.