# Text-to-Video Generation on PickScore Source: [Text-to-Video Generation on PickScore]() Collection index: [llms.txt]() Data updated: 2026-06-29T07:18:17.922Z Evaluation of Text-to-Video Generation performance using the automated PickScore metric on the PickScore dataset. 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) | PickScore | | Metric | PickScore | | Unit | SCALAR | | 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 - [PickScore](): Higher is better; unit: SCALAR. ## Recorded results | Method | PickScore | Result date | Report paper | | --- | --- | --- | --- | | VideoDPO | 21.18 | Not recorded | 68fa76511e209131cea6c66b | | T2V-Turbo Baseline | 21.15 | Not recorded | 68fa76511e209131cea6c66b | | LongLive | 21.1 | Not recorded | 6a41fbf3206542251d7cca47 | | Casual Forcing | 20.8 | Not recorded | 6a41fbf3206542251d7cca47 | | LongLive | 20.8 | Not recorded | 6a41fbf3206542251d7cca47 | | TempAct | 20.8 | Not recorded | 6a41fbf3206542251d7cca47 | | Self-Forcing | 20.7 | Not recorded | 6a41fbf3206542251d7cca47 | | VideoCrafter-v2 Baseline | 20.65 | Not recorded | 68fa76511e209131cea6c66b | | VideoDPO | 20.65 | Not recorded | 68fa76511e209131cea6c66b | | VADAR | 20.62 | Not recorded | 68fa76511e209131cea6c66b | | Self-Forcing | 20.6 | Not recorded | 6a41fbf3206542251d7cca47 | | TempAct | 20.6 | Not recorded | 6a41fbf3206542251d7cca47 | | VideoCrafter-v2 SFT | 20.35 | Not recorded | 68fa76511e209131cea6c66b | | CogVideo Baseline | 19.81 | Not recorded | 68fa76511e209131cea6c66b | | CogVideo SFT | 19.79 | Not recorded | 68fa76511e209131cea6c66b | | VideoDPO | 19.79 | Not recorded | 68fa76511e209131cea6c66b | ### VideoDPO PickScore: 21.18. Result ID: 69941a863a6c3148491b152a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"T2V-Turbo","Alignment Method":"VideoDPO"}. This record does not assert independent reproduction. ### T2V-Turbo Baseline PickScore: 21.15. Result ID: 69941a863a6c3148491b1529. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"T2V-Turbo","Alignment Method":"Baseline"}. This record does not assert independent reproduction. ### LongLive PickScore: 21.1. Result ID: 6a421c31fbc373592c872d3d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompting Strategy":"Single-prompt video generation"}. This record does not assert independent reproduction. ### Casual Forcing PickScore: 20.8. Result ID: 6a421c31fbc373592c872d3c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prompting Strategy":"Single-prompt video generation"}. This record does not assert independent reproduction. ### LongLive PickScore: 20.8. Result ID: 6a421c31fbc373592c872d40. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompting Strategy":"Step-prompt video generation"}. This record does not assert independent reproduction. ### TempAct PickScore: 20.8. Result ID: 6a421c31fbc373592c872d41. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompting Strategy":"Step-prompt video generation","Backbone":"LongLive"}. This record does not assert independent reproduction. ### Self-Forcing PickScore: 20.7. Result ID: 6a421c31fbc373592c872d3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompting Strategy":"Single-prompt video generation"}. This record does not assert independent reproduction. ### VideoCrafter-v2 Baseline PickScore: 20.65. Result ID: 69941a863a6c3148491b1525. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VideoCrafter-v2","Alignment Method":"Baseline"}. This record does not assert independent reproduction. ### VideoDPO PickScore: 20.65. Result ID: 69941a863a6c3148491b1528. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VideoCrafter-v2","Alignment Method":"VideoDPO"}. This record does not assert independent reproduction. ### VADAR PickScore: 20.62. Result ID: 69941a863a6c3148491b1527. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VideoCrafter-v2","Alignment Method":"VADAR"}. This record does not assert independent reproduction. ### Self-Forcing PickScore: 20.6. Result ID: 6a421c31fbc373592c872d3e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompting Strategy":"Step-prompt video generation"}. This record does not assert independent reproduction. ### TempAct PickScore: 20.6. Result ID: 6a421c31fbc373592c872d3f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompting Strategy":"Step-prompt video generation","Backbone":"Self-Forcing"}. This record does not assert independent reproduction. ### VideoCrafter-v2 SFT PickScore: 20.35. Result ID: 69941a863a6c3148491b1526. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"VideoCrafter-v2","Alignment Method":"SFT"}. This record does not assert independent reproduction. ### CogVideo Baseline PickScore: 19.81. Result ID: 69941a863a6c3148491b152b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CogVideo","Alignment Method":"Baseline"}. This record does not assert independent reproduction. ### CogVideo SFT PickScore: 19.79. Result ID: 69941a863a6c3148491b152c. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"CogVideo","Alignment Method":"SFT"}. This record does not assert independent reproduction. ### VideoDPO PickScore: 19.79. Result ID: 69941a863a6c3148491b152d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CogVideo","Alignment Method":"VideoDPO"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.