# Text-to-Video Generation on VBench (Total, Quality, and Semantic Scores) Source: [Text-to-Video Generation on VBench (Total, Quality, and Semantic Scores)]() Collection index: [llms.txt]() Data updated: 2026-05-19T12:24:19.801Z Evaluation of Text-to-Video Generation models on the VBench dataset, focusing specifically on the aggregate Total score alongside the Quality and Semantic sub-scores. 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 | Text-to-Video Generation | | Dataset (including any stated split) | VBench | | Metric | Total 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 - [Total Score](): Higher is better; unit: PERCENT. - [Quality Score](): Higher is better; unit: PERCENT. - [Semantic Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Total Score | Result date | Report paper | | --- | --- | --- | --- | | SIPO | 84.78 | Not recorded | 68fa7b901e209131cea8925d | | C&M | 84.54 | Not recorded | 68fa7b901e209131cea8925d | | Diffusion-DPO | 84.41 | Not recorded | 68fa7b901e209131cea8925d | | Pretrained | 84.26 | Not recorded | 68fa7b901e209131cea8925d | | SIPO | 82.28 | Not recorded | 68fa7b901e209131cea8925d | | C&M | 82.17 | Not recorded | 68fa7b901e209131cea8925d | | Diffusion-DPO | 82.02 | Not recorded | 68fa7b901e209131cea8925d | | Pretrained | 81.91 | Not recorded | 68fa7b901e209131cea8925d | | SIPO | 81.68 | Not recorded | 68fa7b901e209131cea8925d | | SIPO | 81.53 | Not recorded | 68fa7b901e209131cea8925d | | C&M | 81.46 | Not recorded | 68fa7b901e209131cea8925d | | C&M | 81.37 | Not recorded | 68fa7b901e209131cea8925d | | Diffusion-DPO | 81.16 | Not recorded | 68fa7b901e209131cea8925d | | Pretrained | 80.91 | Not recorded | 68fa7b901e209131cea8925d | | Pretrained | 80.91 | Not recorded | 68fa7b901e209131cea8925d | | Diffusion-DPO | 67.28 | Not recorded | 68fa7b901e209131cea8925d | ### SIPO Total Score: 84.78. Result ID: 6a0c566cfbc373592c03c08c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"WanX-1.3B"}. This record does not assert independent reproduction. ### C&M Total Score: 84.54. Result ID: 6a0c566cfbc373592c03c08b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"WanX-1.3B"}. This record does not assert independent reproduction. ### Diffusion-DPO Total Score: 84.41. Result ID: 6a0c566cfbc373592c03c08a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"WanX-1.3B"}. This record does not assert independent reproduction. ### Pretrained Total Score: 84.26. Result ID: 6a0c566cfbc373592c03c089. [Reporting paper]() Recorded evaluation configuration: {"Model":"WanX-1.3B"}. This record does not assert independent reproduction. ### SIPO Total Score: 82.28. Result ID: 6a0c566cfbc373592c03c088. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"CogVideoX-5B"}. This record does not assert independent reproduction. ### C&M Total Score: 82.17. Result ID: 6a0c566cfbc373592c03c087. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"CogVideoX-5B"}. This record does not assert independent reproduction. ### Diffusion-DPO Total Score: 82.02. Result ID: 6a0c566cfbc373592c03c086. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"CogVideoX-5B"}. This record does not assert independent reproduction. ### Pretrained Total Score: 81.91. Result ID: 6a0c566cfbc373592c03c085. [Reporting paper]() Recorded evaluation configuration: {"Model":"CogVideoX-5B"}. This record does not assert independent reproduction. ### SIPO Total Score: 81.68. Result ID: 6a0c566cfbc373592c03c084. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"CogVideoX-2B","Training Steps":"1000"}. This record does not assert independent reproduction. ### SIPO Total Score: 81.53. Result ID: 6a0c566cfbc373592c03c080. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"CogVideoX-2B","Training Steps":"500"}. This record does not assert independent reproduction. ### C&M Total Score: 81.46. Result ID: 6a0c566cfbc373592c03c083. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"CogVideoX-2B","Training Steps":"1000"}. This record does not assert independent reproduction. ### C&M Total Score: 81.37. Result ID: 6a0c566cfbc373592c03c07f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"CogVideoX-2B","Training Steps":"500"}. This record does not assert independent reproduction. ### Diffusion-DPO Total Score: 81.16. Result ID: 6a0c566cfbc373592c03c07e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"CogVideoX-2B","Training Steps":"500"}. This record does not assert independent reproduction. ### Pretrained Total Score: 80.91. Result ID: 6a0c566cfbc373592c03c07d. [Reporting paper]() Recorded evaluation configuration: {"Model":"CogVideoX-2B","Training Steps":"500"}. This record does not assert independent reproduction. ### Pretrained Total Score: 80.91. Result ID: 6a0c566cfbc373592c03c081. [Reporting paper]() Recorded evaluation configuration: {"Model":"CogVideoX-2B","Training Steps":"1000"}. This record does not assert independent reproduction. ### Diffusion-DPO Total Score: 67.28. Result ID: 6a0c566cfbc373592c03c082. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"CogVideoX-2B","Training Steps":"1000"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.