# Text-to-Image Preference Evaluation on HPS v2

Source: [Text-to-Image Preference Evaluation on HPS v2](<https://www.sota2.com/research/sota/text-to-image-preference-evaluation-on-hps-v2>)

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

Data updated: 2026-06-18T08:43:23.960Z

Evaluation of Text-to-Image model outputs based on human preference scores derived from the HPS v2 dataset, utilizing the HPSv2 metric.

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-Image Preference Evaluation |
| Dataset (including any stated split) | HPS v2 |
| Metric | HPSv2 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

- [HPSv2 Score](<https://www.sota2.com/research/sota/text-to-image-preference-evaluation-on-hps-v2.md?metric=HPSv2%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | HPSv2 Score | Result date | Report paper |
| --- | --- | --- | --- |
| DRL | 24.2 | Not recorded | 6a337bd1206542251d7c525d |
| DRL | 23.7 | Not recorded | 6a337bd1206542251d7c525d |
| SiT-XL/2 | 23.3 | Not recorded | 6a337bd1206542251d7c525d |
| DRL | 23.1 | Not recorded | 6a337bd1206542251d7c525d |
| REPA SiT-XL/2 | 23 | Not recorded | 6a337bd1206542251d7c525d |
| DRL | 23 | Not recorded | 6a337bd1206542251d7c525d |
| RAE DiTDH-XL | 22.7 | Not recorded | 6a337bd1206542251d7c525d |
| JiT-H/16 | 22.6 | Not recorded | 6a337bd1206542251d7c525d |
| DRL | 22.4 | Not recorded | 6a337bd1206542251d7c525d |
| DRL | 22.3 | Not recorded | 6a337bd1206542251d7c525d |
| DRL | 22.2 | Not recorded | 6a337bd1206542251d7c525d |
| RAE DiTDH-XL | 21.7 | Not recorded | 6a337bd1206542251d7c525d |
| DRL | 21 | Not recorded | 6a337bd1206542251d7c525d |
| REPA SiT-XL/2 | 20 | Not recorded | 6a337bd1206542251d7c525d |
| SiT-XL/2 | 19.7 | Not recorded | 6a337bd1206542251d7c525d |
| JiT-H/16 | 19.6 | Not recorded | 6a337bd1206542251d7c525d |

### DRL

HPSv2 Score: 24.2. Result ID: 6a33af9dfbc373592c3114a3.

[Reporting paper](<https://www.sota2.com/research/paper/6a337bd1206542251d7c525d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a337bd1206542251d7c525d.md>)

Recorded evaluation configuration: {"Backbone":"SiT-XL/2","Guidance":"Guidance","lambda":"10"}. This record does not assert independent reproduction.

### DRL

HPSv2 Score: 23.7. Result ID: 6a33af9dfbc373592c3114a7.

[Reporting paper](<https://www.sota2.com/research/paper/6a337bd1206542251d7c525d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a337bd1206542251d7c525d.md>)

Recorded evaluation configuration: {"Backbone":"REPA SiT-XL/2","Guidance":"Guidance","lambda":"10"}. This record does not assert independent reproduction.

### SiT-XL/2

HPSv2 Score: 23.3. Result ID: 6a33af9dfbc373592c3114a2.

[Reporting paper](<https://www.sota2.com/research/paper/6a337bd1206542251d7c525d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74e71e209131cea64974.md>)

Recorded evaluation configuration: {"Guidance":"Guidance"}. This record does not assert independent reproduction.

### DRL

HPSv2 Score: 23.1. Result ID: 6a33af9dfbc373592c3114ab.

[Reporting paper](<https://www.sota2.com/research/paper/6a337bd1206542251d7c525d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a337bd1206542251d7c525d.md>)

Recorded evaluation configuration: {"Backbone":"JiT-H/16","Guidance":"Guidance","lambda":"10"}. This record does not assert independent reproduction.

### REPA SiT-XL/2

HPSv2 Score: 23. Result ID: 6a33af9dfbc373592c3114a6.

[Reporting paper](<https://www.sota2.com/research/paper/6a337bd1206542251d7c525d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa797b1e209131cea7dbbf.md>)

[Implementation](<https://sihyun.me/REPA>)

Recorded evaluation configuration: {"Guidance":"Guidance"}. This record does not assert independent reproduction.

### DRL

HPSv2 Score: 23. Result ID: 6a33af9dfbc373592c3114af.

[Reporting paper](<https://www.sota2.com/research/paper/6a337bd1206542251d7c525d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a337bd1206542251d7c525d.md>)

Recorded evaluation configuration: {"Backbone":"RAE DiTDH-XL","Guidance":"Guidance","lambda":"10"}. This record does not assert independent reproduction.

### RAE DiTDH-XL

HPSv2 Score: 22.7. Result ID: 6a33af9dfbc373592c3114ae.

[Reporting paper](<https://www.sota2.com/research/paper/6a337bd1206542251d7c525d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c221e209131cea8c9d0.md>)

Recorded evaluation configuration: {"Guidance":"Guidance"}. This record does not assert independent reproduction.

### JiT-H/16

HPSv2 Score: 22.6. Result ID: 6a33af9dfbc373592c3114aa.

[Reporting paper](<https://www.sota2.com/research/paper/6a337bd1206542251d7c525d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691bfe976750be83fe5cf517.md>)

[Implementation](<https://github.com/LTH14/JiT>)

Recorded evaluation configuration: {"Guidance":"Guidance"}. This record does not assert independent reproduction.

### DRL

HPSv2 Score: 22.4. Result ID: 6a33af9dfbc373592c3114a1.

[Reporting paper](<https://www.sota2.com/research/paper/6a337bd1206542251d7c525d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a337bd1206542251d7c525d.md>)

Recorded evaluation configuration: {"Backbone":"SiT-XL/2","Guidance":"No guidance","lambda":"10"}. This record does not assert independent reproduction.

### DRL

HPSv2 Score: 22.3. Result ID: 6a33af9dfbc373592c3114a5.

[Reporting paper](<https://www.sota2.com/research/paper/6a337bd1206542251d7c525d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a337bd1206542251d7c525d.md>)

Recorded evaluation configuration: {"Backbone":"REPA SiT-XL/2","Guidance":"No guidance","lambda":"10"}. This record does not assert independent reproduction.

### DRL

HPSv2 Score: 22.2. Result ID: 6a33af9dfbc373592c3114ad.

[Reporting paper](<https://www.sota2.com/research/paper/6a337bd1206542251d7c525d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a337bd1206542251d7c525d.md>)

Recorded evaluation configuration: {"Backbone":"RAE DiTDH-XL","Guidance":"No guidance","lambda":"10"}. This record does not assert independent reproduction.

### RAE DiTDH-XL

HPSv2 Score: 21.7. Result ID: 6a33af9dfbc373592c3114ac.

[Reporting paper](<https://www.sota2.com/research/paper/6a337bd1206542251d7c525d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c221e209131cea8c9d0.md>)

Recorded evaluation configuration: {"Guidance":"No guidance"}. This record does not assert independent reproduction.

### DRL

HPSv2 Score: 21. Result ID: 6a33af9dfbc373592c3114a9.

[Reporting paper](<https://www.sota2.com/research/paper/6a337bd1206542251d7c525d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a337bd1206542251d7c525d.md>)

Recorded evaluation configuration: {"Backbone":"JiT-H/16","Guidance":"No guidance","lambda":"10"}. This record does not assert independent reproduction.

### REPA SiT-XL/2

HPSv2 Score: 20. Result ID: 6a33af9dfbc373592c3114a4.

[Reporting paper](<https://www.sota2.com/research/paper/6a337bd1206542251d7c525d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa797b1e209131cea7dbbf.md>)

[Implementation](<https://sihyun.me/REPA>)

Recorded evaluation configuration: {"Guidance":"No guidance"}. This record does not assert independent reproduction.

### SiT-XL/2

HPSv2 Score: 19.7. Result ID: 6a33af9dfbc373592c3114a0.

[Reporting paper](<https://www.sota2.com/research/paper/6a337bd1206542251d7c525d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74e71e209131cea64974.md>)

Recorded evaluation configuration: {"Guidance":"No guidance"}. This record does not assert independent reproduction.

### JiT-H/16

HPSv2 Score: 19.6. Result ID: 6a33af9dfbc373592c3114a8.

[Reporting paper](<https://www.sota2.com/research/paper/6a337bd1206542251d7c525d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691bfe976750be83fe5cf517.md>)

[Implementation](<https://github.com/LTH14/JiT>)

Recorded evaluation configuration: {"Guidance":"No guidance"}. This record does not assert independent reproduction.

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