# Video Generation on VBench (Subject, Background, Motion Smoothness, Aesthetic, Imaging) Source: [Video Generation on VBench (Subject, Background, Motion Smoothness, Aesthetic, Imaging)]() Collection index: [llms.txt]() Data updated: 2026-06-02T07:28:59.542Z Evaluation of Video Generation models on the VBench dataset, focusing on five specific perceptual metrics: Subject fidelity, Background consistency, Motion Smoothness, Aesthetic quality, and Imaging realism. 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 | | Metric | Subject Fidelity | | Unit | SCALAR | | 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 - [Subject Fidelity](): Higher is better; unit: SCALAR. - [Background Consistency](): Higher is better; unit: SCALAR. - [Motion Smoothness](): Higher is better; unit: SCALAR. - [Aesthetic Quality](): Higher is better; unit: SCALAR. - [Imaging Realism](): Higher is better; unit: SCALAR. ## Recorded results | Method | Subject Fidelity | Result date | Report paper | | --- | --- | --- | --- | | Real2SAM2Real | 91.33 | Not recorded | 6a1e6376dbd7150506f8513e | | TrajectoryCrafter | 90.63 | Not recorded | 6a1e6376dbd7150506f8513e | | ReCamMaster | 90.29 | Not recorded | 6a1e6376dbd7150506f8513e | | ViewCrafter | 89.94 | Not recorded | 6a1e6376dbd7150506f8513e | | Worldforge | 89.92 | Not recorded | 6a1e6376dbd7150506f8513e | | Real2SAM2Real | 89.19 | Not recorded | 6a1e6376dbd7150506f8513e | | Real2SAM2Real | 86.26 | Not recorded | 6a1e6376dbd7150506f8513e | | Real2SAM2Real | 86.22 | Not recorded | 6a1e6376dbd7150506f8513e | ### Real2SAM2Real Subject Fidelity: 91.33. Result ID: 6a1e8636fbc373592c184589. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Configuration":"Full"}. This record does not assert independent reproduction. ### TrajectoryCrafter Subject Fidelity: 90.63. Result ID: 6a1e8636fbc373592c184583. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ReCamMaster Subject Fidelity: 90.29. Result ID: 6a1e8636fbc373592c184582. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ViewCrafter Subject Fidelity: 89.94. Result ID: 6a1e8636fbc373592c184584. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Worldforge Subject Fidelity: 89.92. Result ID: 6a1e8636fbc373592c184585. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Real2SAM2Real Subject Fidelity: 89.19. Result ID: 6a1e8636fbc373592c184587. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Instance-Level Spatial Perturbation":"false"}. This record does not assert independent reproduction. ### Real2SAM2Real Subject Fidelity: 86.26. Result ID: 6a1e8636fbc373592c184586. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Soft Spatial-Aligned Injection":"false"}. This record does not assert independent reproduction. ### Real2SAM2Real Subject Fidelity: 86.22. Result ID: 6a1e8636fbc373592c184588. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Soft Spatial-Aligned Injection":"false","Instance-Level Spatial Perturbation":"false"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.