# Text-to-Image Preference Evaluation on Aesthetic Source: [Text-to-Image Preference Evaluation on Aesthetic]() Collection index: [llms.txt]() Data updated: 2026-06-18T08:43:23.994Z Evaluation of Text-to-Image models based on preference scores collected using the Aesthetic 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-Image Preference Evaluation | | Dataset (including any stated split) | Aesthetic | | Metric | Aesthetic Score | | 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 - [Aesthetic Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | Aesthetic Score | Result date | Report paper | | --- | --- | --- | --- | | DRL | 3.533 | Not recorded | 6a337bd1206542251d7c525d | | DRL | 3.508 | Not recorded | 6a337bd1206542251d7c525d | | SiT-XL/2 | 3.473 | Not recorded | 6a337bd1206542251d7c525d | | REPA SiT-XL/2 | 3.456 | Not recorded | 6a337bd1206542251d7c525d | | DRL | 3.425 | Not recorded | 6a337bd1206542251d7c525d | | RAE DiTDH-XL | 3.398 | Not recorded | 6a337bd1206542251d7c525d | | DRL | 3.386 | Not recorded | 6a337bd1206542251d7c525d | | DRL | 3.366 | Not recorded | 6a337bd1206542251d7c525d | | DRL | 3.362 | Not recorded | 6a337bd1206542251d7c525d | | DRL | 3.338 | Not recorded | 6a337bd1206542251d7c525d | | JiT-H/16 | 3.321 | Not recorded | 6a337bd1206542251d7c525d | | RAE DiTDH-XL | 3.292 | Not recorded | 6a337bd1206542251d7c525d | | DRL | 3.192 | Not recorded | 6a337bd1206542251d7c525d | | REPA SiT-XL/2 | 3.185 | Not recorded | 6a337bd1206542251d7c525d | | SiT-XL/2 | 3.149 | Not recorded | 6a337bd1206542251d7c525d | | JiT-H/16 | 3.078 | Not recorded | 6a337bd1206542251d7c525d | ### DRL Aesthetic Score: 3.533. Result ID: 6a33af9dfbc373592c3114b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SiT-XL/2","Guidance":"Guidance","lambda":"10"}. This record does not assert independent reproduction. ### DRL Aesthetic Score: 3.508. Result ID: 6a33af9dfbc373592c3114b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"REPA SiT-XL/2","Guidance":"Guidance","lambda":"10"}. This record does not assert independent reproduction. ### SiT-XL/2 Aesthetic Score: 3.473. Result ID: 6a33af9dfbc373592c3114b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Guidance":"Guidance"}. This record does not assert independent reproduction. ### REPA SiT-XL/2 Aesthetic Score: 3.456. Result ID: 6a33af9dfbc373592c3114b6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Guidance":"Guidance"}. This record does not assert independent reproduction. ### DRL Aesthetic Score: 3.425. Result ID: 6a33af9dfbc373592c3114bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RAE DiTDH-XL","Guidance":"Guidance","lambda":"10"}. This record does not assert independent reproduction. ### RAE DiTDH-XL Aesthetic Score: 3.398. Result ID: 6a33af9dfbc373592c3114be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Guidance":"Guidance"}. This record does not assert independent reproduction. ### DRL Aesthetic Score: 3.386. Result ID: 6a33af9dfbc373592c3114b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"REPA SiT-XL/2","Guidance":"No guidance","lambda":"10"}. This record does not assert independent reproduction. ### DRL Aesthetic Score: 3.366. Result ID: 6a33af9dfbc373592c3114bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"JiT-H/16","Guidance":"Guidance","lambda":"10"}. This record does not assert independent reproduction. ### DRL Aesthetic Score: 3.362. Result ID: 6a33af9dfbc373592c3114b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SiT-XL/2","Guidance":"No guidance","lambda":"10"}. This record does not assert independent reproduction. ### DRL Aesthetic Score: 3.338. Result ID: 6a33af9dfbc373592c3114bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RAE DiTDH-XL","Guidance":"No guidance","lambda":"10"}. This record does not assert independent reproduction. ### JiT-H/16 Aesthetic Score: 3.321. Result ID: 6a33af9dfbc373592c3114ba. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Guidance":"Guidance"}. This record does not assert independent reproduction. ### RAE DiTDH-XL Aesthetic Score: 3.292. Result ID: 6a33af9dfbc373592c3114bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Guidance":"No guidance"}. This record does not assert independent reproduction. ### DRL Aesthetic Score: 3.192. Result ID: 6a33af9dfbc373592c3114b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"JiT-H/16","Guidance":"No guidance","lambda":"10"}. This record does not assert independent reproduction. ### REPA SiT-XL/2 Aesthetic Score: 3.185. Result ID: 6a33af9dfbc373592c3114b4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Guidance":"No guidance"}. This record does not assert independent reproduction. ### SiT-XL/2 Aesthetic Score: 3.149. Result ID: 6a33af9dfbc373592c3114b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Guidance":"No guidance"}. This record does not assert independent reproduction. ### JiT-H/16 Aesthetic Score: 3.078. Result ID: 6a33af9dfbc373592c3114b8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Guidance":"No guidance"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.