# Image-to-Video on VBench I2V (Detailed Consistency and Quality Metrics) Source: [Image-to-Video on VBench I2V (Detailed Consistency and Quality Metrics)]() Collection index: [llms.txt]() Data updated: 2026-05-27T09:30:55.196Z Evaluation of Image-to-Video models on the VBench I2V dataset, reporting detailed scores across subject consistency, background consistency, motion smoothness, aesthetic quality, and imaging quality. 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 | Image-to-Video | | Dataset (including any stated split) | VBench I2V | | Metric | Quality Overall Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [Quality Overall Score](): Higher is better; unit: PERCENT. - [Total Score](): Higher is better; unit: PERCENT. - [I2V Overall Score](): Higher is better; unit: PERCENT. - [Subject Consistency](): Higher is better; unit: PERCENT. - [Background Consistency](): Higher is better; unit: PERCENT. - [Motion Smoothness](): Higher is better; unit: PERCENT. - [Dynamic Degree](): Higher is better; unit: PERCENT. - [Aesthetic Quality](): Higher is better; unit: PERCENT. - [Imaging Quality](): Higher is better; unit: PERCENT. - [I2V Subject Consistency](): Higher is better; unit: PERCENT. - [I2V Background Consistency](): Higher is better; unit: PERCENT. - [Camera Motion](): Higher is better; unit: PERCENT. ## Recorded results | Method | Quality Overall Score | Result date | Report paper | | --- | --- | --- | --- | | Magi-1 | 82.44 | Not recorded | 68fa7a2e1e209131cea819b2 | | Step-Video-TI2V | 81.22 | Not recorded | 68fa7a2e1e209131cea819b2 | | Gen-4-I2V (API) | 80.89 | Not recorded | 68fa7a2e1e209131cea819b2 | | Wan-I2V | 80.82 | Not recorded | 68fa7a2e1e209131cea819b2 | | DynamiCrafter-512 | 80.46 | Not recorded | 68fa7a2e1e209131cea819b2 | | SVD-XT-1.0 | 80.11 | Not recorded | 68fa7a2e1e209131cea819b2 | | STIV (Apple) | 79.98 | Not recorded | 68fa7a2e1e209131cea819b2 | | Pusa (Ours) | 79.8 | Not recorded | 68fa7a2e1e209131cea819b2 | | SVD-XT-1.1 | 79.4 | Not recorded | 68fa7a2e1e209131cea819b2 | | VideoCrafter | 78.84 | Not recorded | 68fa7a2e1e209131cea819b2 | | Animate-Anything | 78.71 | Not recorded | 68fa7a2e1e209131cea819b2 | | CogVideoX-5b-I2V | 78.61 | Not recorded | 68fa7a2e1e209131cea819b2 | | I2VGen-XL | 78.44 | Not recorded | 68fa7a2e1e209131cea819b2 | | SEINE-512x512 | 78.37 | Not recorded | 68fa7a2e1e209131cea819b2 | | ConsistI2V | 76.22 | Not recorded | 68fa7a2e1e209131cea819b2 | | CogVideoX1.5-5B | 50.9 | Not recorded | 68fa7a2e1e209131cea819b2 | ### Magi-1 Quality Overall Score: 82.44. Result ID: 6a16b96dfbc373592c1031a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Access":"Open Source Models"}. This record does not assert independent reproduction. ### Step-Video-TI2V Quality Overall Score: 81.22. Result ID: 6a16b96dfbc373592c1031a1. [Reporting paper]() Recorded evaluation configuration: {"Model Access":"Open Source Models"}. This record does not assert independent reproduction. ### Gen-4-I2V (API) Quality Overall Score: 80.89. Result ID: 6a16b96dfbc373592c10319e. [Reporting paper]() Recorded evaluation configuration: {"Model Access":"Closed / Proprietary Models"}. This record does not assert independent reproduction. ### Wan-I2V Quality Overall Score: 80.82. Result ID: 6a16b96dfbc373592c1031ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Access":"Open Source Models"}. This record does not assert independent reproduction. ### DynamiCrafter-512 Quality Overall Score: 80.46. Result ID: 6a16b96dfbc373592c1031a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Access":"Open Source Models"}. This record does not assert independent reproduction. ### SVD-XT-1.0 Quality Overall Score: 80.11. Result ID: 6a16b96dfbc373592c1031ab. [Reporting paper]() Recorded evaluation configuration: {"Model Access":"Open Source Models"}. This record does not assert independent reproduction. ### STIV (Apple) Quality Overall Score: 79.98. Result ID: 6a16b96dfbc373592c10319f. [Reporting paper]() Recorded evaluation configuration: {"Model Access":"Closed / Proprietary Models"}. This record does not assert independent reproduction. ### Pusa (Ours) Quality Overall Score: 79.8. Result ID: 6a16b96dfbc373592c1031ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Access":"Open Source Models","Zero-shot":"true"}. This record does not assert independent reproduction. ### SVD-XT-1.1 Quality Overall Score: 79.4. Result ID: 6a16b96dfbc373592c1031aa. [Reporting paper]() Recorded evaluation configuration: {"Model Access":"Open Source Models"}. This record does not assert independent reproduction. ### VideoCrafter Quality Overall Score: 78.84. Result ID: 6a16b96dfbc373592c1031a8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Access":"Open Source Models"}. This record does not assert independent reproduction. ### Animate-Anything Quality Overall Score: 78.71. Result ID: 6a16b96dfbc373592c1031a4. [Reporting paper]() Recorded evaluation configuration: {"Model Access":"Open Source Models"}. This record does not assert independent reproduction. ### CogVideoX-5b-I2V Quality Overall Score: 78.61. Result ID: 6a16b96dfbc373592c1031a3. [Reporting paper]() Recorded evaluation configuration: {"Model Access":"Open Source Models"}. This record does not assert independent reproduction. ### I2VGen-XL Quality Overall Score: 78.44. Result ID: 6a16b96dfbc373592c1031a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Access":"Open Source Models"}. This record does not assert independent reproduction. ### SEINE-512x512 Quality Overall Score: 78.37. Result ID: 6a16b96dfbc373592c1031a5. [Reporting paper]() Recorded evaluation configuration: {"Model Access":"Open Source Models"}. This record does not assert independent reproduction. ### ConsistI2V Quality Overall Score: 76.22. Result ID: 6a16b96dfbc373592c1031a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Access":"Open Source Models"}. This record does not assert independent reproduction. ### CogVideoX1.5-5B Quality Overall Score: 50.9. Result ID: 6a16b96dfbc373592c1031a9. [Reporting paper]() Recorded evaluation configuration: {"Model Access":"Open Source Models"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.