# Text-to-Video Generation on HPS (V)

Source: [Text-to-Video Generation on HPS (V)](<https://www.sota2.com/research/sota/text-to-video-generation-on-hps-v>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:46:13.174Z

Evaluation of Text-to-Video Generation performance using the HPS (V) dataset, measured by the HPS (V) score.

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) | HPS (V) |
| Metric | HPS (V) Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [HPS (V) Score](<https://www.sota2.com/research/sota/text-to-video-generation-on-hps-v.md?metric=HPS%20(V)%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | HPS (V) Score | Result date | Report paper |
| --- | --- | --- | --- |
| T2V-Turbo Baseline | 0.262 | Not recorded | 68fa76511e209131cea6c66b |
| VideoDPO | 0.261 | Not recorded | 68fa76511e209131cea6c66b |
| VideoDPO | 0.26 | Not recorded | 68fa76511e209131cea6c66b |
| VADAR | 0.259 | Not recorded | 68fa76511e209131cea6c66b |
| VideoCrafter-v2 Baseline | 0.258 | Not recorded | 68fa76511e209131cea6c66b |
| VideoCrafter-v2 SFT | 0.258 | Not recorded | 68fa76511e209131cea6c66b |

### T2V-Turbo Baseline

HPS (V) Score: 0.262. Result ID: 69941a863a6c3148491b1523.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76511e209131cea6c66b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75301e209131cea663a1.md>)

[Implementation](<https://t2v-turbo.github.io/>)

Recorded evaluation configuration: {"Backbone":"T2V-Turbo","Alignment Method":"Baseline"}. This record does not assert independent reproduction.

### VideoDPO

HPS (V) Score: 0.261. Result ID: 69941a863a6c3148491b1522.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76511e209131cea6c66b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76511e209131cea6c66b.md>)

[Implementation](<https://videodpo.github.io/>)

Recorded evaluation configuration: {"Backbone":"VideoCrafter-v2","Alignment Method":"VideoDPO"}. This record does not assert independent reproduction.

### VideoDPO

HPS (V) Score: 0.26. Result ID: 69941a863a6c3148491b1524.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76511e209131cea6c66b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76511e209131cea6c66b.md>)

[Implementation](<https://videodpo.github.io/>)

Recorded evaluation configuration: {"Backbone":"T2V-Turbo","Alignment Method":"VideoDPO"}. This record does not assert independent reproduction.

### VADAR

HPS (V) Score: 0.259. Result ID: 69941a863a6c3148491b1521.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76511e209131cea6c66b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74161e209131cea5fbdb.md>)

Recorded evaluation configuration: {"Backbone":"VideoCrafter-v2","Alignment Method":"VADAR"}. This record does not assert independent reproduction.

### VideoCrafter-v2 Baseline

HPS (V) Score: 0.258. Result ID: 69941a863a6c3148491b151f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76511e209131cea6c66b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71df1e209131cea537b0.md>)

Recorded evaluation configuration: {"Backbone":"VideoCrafter-v2","Alignment Method":"Baseline"}. This record does not assert independent reproduction.

### VideoCrafter-v2 SFT

HPS (V) Score: 0.258. Result ID: 69941a863a6c3148491b1520.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76511e209131cea6c66b.md>)

Recorded evaluation configuration: {"Backbone":"VideoCrafter-v2","Alignment Method":"SFT"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.