# Text-to-Image Generation on Pick-a-Pic (Clipscore, Blipscore, HPSv2.1, Aesthetic) Source: [Text-to-Image Generation on Pick-a-Pic (Clipscore, Blipscore, HPSv2.1, Aesthetic)]() Collection index: [llms.txt]() Data updated: 2026-07-07T07:58:56.746Z Evaluation of Text-to-Image Generation performance on the base Pick-a-Pic dataset, specifically reporting Clipscore, Blipscore, HPSv2.1, and Aesthetic 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-Image Generation | | Dataset (including any stated split) | Pick-a-Pic | | Metric | Clipscore | | 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 - [Clipscore](): Higher is better; unit: SCALAR. - [Blipscore](): Higher is better; unit: SCALAR. - [HPSv2.1](): Higher is better; unit: SCALAR. - [Aesthetic Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | Clipscore | Result date | Report paper | | --- | --- | --- | --- | | Flux2 | 28.18 | Not recorded | 6a4c87dc85dba69fef8b232a | | Flux2 + DG | 28.12 | Not recorded | 6a4c87dc85dba69fef8b232a | | SD3.5 + DG | 27.68 | Not recorded | 6a4c87dc85dba69fef8b232a | | SD3.5 | 27.67 | Not recorded | 6a4c87dc85dba69fef8b232a | | Flux1 + DG | 27.14 | Not recorded | 6a4c87dc85dba69fef8b232a | | Flux1 | 27.04 | Not recorded | 6a4c87dc85dba69fef8b232a | | SD3 | 26.64 | Not recorded | 6a4c87dc85dba69fef8b232a | | SD3 + DG | 26.25 | Not recorded | 6a4c87dc85dba69fef8b232a | | SD3.5 + DG | 26.01 | Not recorded | 6a4c87dc85dba69fef8b232a | | Flux2 + DG | 25.78 | Not recorded | 6a4c87dc85dba69fef8b232a | | Flux1 + DG | 25.69 | Not recorded | 6a4c87dc85dba69fef8b232a | | SD3.5 | 24.9 | Not recorded | 6a4c87dc85dba69fef8b232a | | Flux2 | 24.84 | Not recorded | 6a4c87dc85dba69fef8b232a | | SD3 + DG | 24.15 | Not recorded | 6a4c87dc85dba69fef8b232a | | SD3 | 22.11 | Not recorded | 6a4c87dc85dba69fef8b232a | | Flux1 | 22.09 | Not recorded | 6a4c87dc85dba69fef8b232a | ### Flux2 Clipscore: 28.18. Result ID: 6a4cb1a560b88bb339c80438. [Reporting paper]() Recorded evaluation configuration: {"Model":"Flux2","Type":"CFG","DG":"False"}. This record does not assert independent reproduction. ### Flux2 + DG Clipscore: 28.12. Result ID: 6a4cb1a560b88bb339c80439. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Flux2","Type":"CFG","DG":"True"}. This record does not assert independent reproduction. ### SD3.5 + DG Clipscore: 27.68. Result ID: 6a4cb1a560b88bb339c80431. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SD3.5","Type":"CFG","DG":"True"}. This record does not assert independent reproduction. ### SD3.5 Clipscore: 27.67. Result ID: 6a4cb1a560b88bb339c80430. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SD3.5","Type":"CFG","DG":"False"}. This record does not assert independent reproduction. ### Flux1 + DG Clipscore: 27.14. Result ID: 6a4cb1a560b88bb339c80435. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Flux1","Type":"CFG","DG":"True"}. This record does not assert independent reproduction. ### Flux1 Clipscore: 27.04. Result ID: 6a4cb1a560b88bb339c80434. [Reporting paper]() Recorded evaluation configuration: {"Model":"Flux1","Type":"CFG","DG":"False"}. This record does not assert independent reproduction. ### SD3 Clipscore: 26.64. Result ID: 6a4cb1a560b88bb339c8042c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SD3","Type":"CFG","DG":"False"}. This record does not assert independent reproduction. ### SD3 + DG Clipscore: 26.25. Result ID: 6a4cb1a560b88bb339c8042d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SD3","Type":"CFG","DG":"True"}. This record does not assert independent reproduction. ### SD3.5 + DG Clipscore: 26.01. Result ID: 6a4cb1a560b88bb339c8042f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SD3.5","Type":"Cond","DG":"True"}. This record does not assert independent reproduction. ### Flux2 + DG Clipscore: 25.78. Result ID: 6a4cb1a560b88bb339c80437. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Flux2","Type":"Cond","DG":"True"}. This record does not assert independent reproduction. ### Flux1 + DG Clipscore: 25.69. Result ID: 6a4cb1a560b88bb339c80433. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Flux1","Type":"Cond","DG":"True"}. This record does not assert independent reproduction. ### SD3.5 Clipscore: 24.9. Result ID: 6a4cb1a560b88bb339c8042e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SD3.5","Type":"Cond","DG":"False"}. This record does not assert independent reproduction. ### Flux2 Clipscore: 24.84. Result ID: 6a4cb1a560b88bb339c80436. [Reporting paper]() Recorded evaluation configuration: {"Model":"Flux2","Type":"Cond","DG":"False"}. This record does not assert independent reproduction. ### SD3 + DG Clipscore: 24.15. Result ID: 6a4cb1a560b88bb339c8042b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SD3","Type":"Cond","DG":"True"}. This record does not assert independent reproduction. ### SD3 Clipscore: 22.11. Result ID: 6a4cb1a560b88bb339c8042a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SD3","Type":"Cond","DG":"False"}. This record does not assert independent reproduction. ### Flux1 Clipscore: 22.09. Result ID: 6a4cb1a560b88bb339c80432. [Reporting paper]() Recorded evaluation configuration: {"Model":"Flux1","Type":"Cond","DG":"False"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.