# Long Video Generation on VBench-Long (240 seconds) Source: [Long Video Generation on VBench-Long (240 seconds)]() Collection index: [llms.txt]() Data updated: 2026-03-16T08:49:45.835Z Evaluation of Long Video Generation models using the VBench-Long dataset specifically configured for 240-second video generation, assessed using perceptual quality and consistency metrics. 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 (240 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 Score](): Higher is better; unit: PERCENT. - [Average Score](): Higher is better; unit: PERCENT. - [Score Delta](): Higher is better; unit: SCALAR. ## Recorded results | Method | Aesthetic Quality | Result date | Report paper | | --- | --- | --- | --- | | MemRoPE | 58.9 | Not recorded | 69b78e9d0636e5bf4afbdcc2 | | Deep Forcing | 57.75 | Not recorded | 69b78e9d0636e5bf4afbdcc2 | | ∞-RoPE | 57.47 | Not recorded | 69b78e9d0636e5bf4afbdcc2 | | LongLive | 56.7 | Not recorded | 69b78e9d0636e5bf4afbdcc2 | | MemRoPE | 55.54 | Not recorded | 69b78e9d0636e5bf4afbdcc2 | | Deep Forcing | 52.2 | Not recorded | 69b78e9d0636e5bf4afbdcc2 | | Self-Forcing | 51 | Not recorded | 69b78e9d0636e5bf4afbdcc2 | | ∞-RoPE | 50.51 | Not recorded | 69b78e9d0636e5bf4afbdcc2 | ### MemRoPE Aesthetic Quality: 58.9. Result ID: 69b7c41247f34ce9249f7f02. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"LongLive"}. This record does not assert independent reproduction. ### Deep Forcing Aesthetic Quality: 57.75. Result ID: 69b7c41247f34ce9249f7f00. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"LongLive"}. This record does not assert independent reproduction. ### ∞-RoPE Aesthetic Quality: 57.47. Result ID: 69b7c41247f34ce9249f7f01. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"LongLive"}. This record does not assert independent reproduction. ### LongLive Aesthetic Quality: 56.7. Result ID: 69b7c41247f34ce9249f7eff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"LongLive"}. This record does not assert independent reproduction. ### MemRoPE Aesthetic Quality: 55.54. Result ID: 69b7c41247f34ce9249f7efe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Self-Forcing"}. This record does not assert independent reproduction. ### Deep Forcing Aesthetic Quality: 52.2. Result ID: 69b7c41247f34ce9249f7efc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Self-Forcing"}. This record does not assert independent reproduction. ### Self-Forcing Aesthetic Quality: 51. Result ID: 69b7c41247f34ce9249f7efb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Self-Forcing"}. This record does not assert independent reproduction. ### ∞-RoPE Aesthetic Quality: 50.51. Result ID: 69b7c41247f34ce9249f7efd. [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.