# Text-to-Image Generation on prompts 500 sampled Source: [Text-to-Image Generation on prompts 500 sampled]() Collection index: [llms.txt]() Data updated: 2026-06-15T08:02:30.949Z Evaluation of Text-to-Image generation models using 500 sampled prompts, assessed using HPSv2, Aesthetic Score, CLIPScore, and GenEval. 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) | prompts 500 sampled | | Metric | HPSv2 | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 36 of 36 | | 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](): Higher is better; unit: SCALAR. - [Aesthetic Score](): Higher is better; unit: SCALAR. - [CLIPScore](): Higher is better; unit: SCALAR. - [GenEval](): Higher is better; unit: SCALAR. ## Recorded results | Method | HPSv2 | Result date | Report paper | | --- | --- | --- | --- | | HPSv3++ | 0.3345 | Not recorded | 6a2f873cd33dfb23e783c1ad | | HPSv3 | 0.3293 | Not recorded | 6a2f873cd33dfb23e783c1ad | | HPSv3++ | 0.3267 | Not recorded | 6a2f873cd33dfb23e783c1ad | | HPSv3++ | 0.3252 | Not recorded | 6a2f873cd33dfb23e783c1ad | | HPSv3 | 0.3237 | Not recorded | 6a2f873cd33dfb23e783c1ad | | HPSv3++ | 0.322 | Not recorded | 6a2f873cd33dfb23e783c1ad | | HPSv3++ | 0.3206 | Not recorded | 6a2f873cd33dfb23e783c1ad | | HPSv3++ | 0.3191 | Not recorded | 6a2f873cd33dfb23e783c1ad | | HPSv3++ | 0.3149 | Not recorded | 6a2f873cd33dfb23e783c1ad | | HPSv3 | 0.3135 | Not recorded | 6a2f873cd33dfb23e783c1ad | | HPSv3++ | 0.3123 | Not recorded | 6a2f873cd33dfb23e783c1ad | | HPSv3++ | 0.3064 | Not recorded | 6a2f873cd33dfb23e783c1ad | | HPSv3 | 0.3054 | Not recorded | 6a2f873cd33dfb23e783c1ad | | HPSv3 | 0.3042 | Not recorded | 6a2f873cd33dfb23e783c1ad | | HPSv3 | 0.3022 | Not recorded | 6a2f873cd33dfb23e783c1ad | | HPSv3 | 0.3013 | Not recorded | 6a2f873cd33dfb23e783c1ad | | HPSv3 | 0.2983 | Not recorded | 6a2f873cd33dfb23e783c1ad | | HPSv3 | 0.2981 | Not recorded | 6a2f873cd33dfb23e783c1ad | | HPSv3++ | 0.2915 | Not recorded | 6a2f873cd33dfb23e783c1ad | | HPSv3 | 0.2908 | Not recorded | 6a2f873cd33dfb23e783c1ad | | HPSv3 | 0.2883 | Not recorded | 6a2f873cd33dfb23e783c1ad | | HPSv3++ | 0.2883 | Not recorded | 6a2f873cd33dfb23e783c1ad | | HPSv3 | 0.2883 | Not recorded | 6a2f873cd33dfb23e783c1ad | | HPSv3++ | 0.2883 | Not recorded | 6a2f873cd33dfb23e783c1ad | | HPSv3++ | 0.2815 | Not recorded | 6a2f873cd33dfb23e783c1ad | | HPSv3 | 0.2813 | Not recorded | 6a2f873cd33dfb23e783c1ad | | HPSv3++ | 0.281 | Not recorded | 6a2f873cd33dfb23e783c1ad | | HPSv3++ | 0.2794 | Not recorded | 6a2f873cd33dfb23e783c1ad | | HPSv3 | 0.2784 | Not recorded | 6a2f873cd33dfb23e783c1ad | | HPSv3++ | 0.2781 | Not recorded | 6a2f873cd33dfb23e783c1ad | | HPSv3 | 0.2769 | Not recorded | 6a2f873cd33dfb23e783c1ad | | HPSv3++ | 0.2769 | Not recorded | 6a2f873cd33dfb23e783c1ad | | HPSv3 | 0.2769 | Not recorded | 6a2f873cd33dfb23e783c1ad | | HPSv3 | 0.2769 | Not recorded | 6a2f873cd33dfb23e783c1ad | | HPSv3++ | 0.276 | Not recorded | 6a2f873cd33dfb23e783c1ad | | HPSv3 | 0.2748 | Not recorded | 6a2f873cd33dfb23e783c1ad | ### HPSv3++ HPSv2: 0.3345. Result ID: 6a2fb17cfbc373592c2bdc30. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen-Image","Step":"300"}. This record does not assert independent reproduction. ### HPSv3 HPSv2: 0.3293. Result ID: 6a2fb17cfbc373592c2bdc38. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FLUX.1-dev","Step":"500"}. This record does not assert independent reproduction. ### HPSv3++ HPSv2: 0.3267. Result ID: 6a2fb17cfbc373592c2bdc3e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FLUX.1-dev","Step":"500"}. This record does not assert independent reproduction. ### HPSv3++ HPSv2: 0.3252. Result ID: 6a2fb17cfbc373592c2bdc3d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FLUX.1-dev","Step":"400"}. This record does not assert independent reproduction. ### HPSv3 HPSv2: 0.3237. Result ID: 6a2fb17cfbc373592c2bdc37. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FLUX.1-dev","Step":"400"}. This record does not assert independent reproduction. ### HPSv3++ HPSv2: 0.322. Result ID: 6a2fb17cfbc373592c2bdc2f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen-Image","Step":"200"}. This record does not assert independent reproduction. ### HPSv3++ HPSv2: 0.3206. Result ID: 6a2fb17cfbc373592c2bdc3c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FLUX.1-dev","Step":"300"}. This record does not assert independent reproduction. ### HPSv3++ HPSv2: 0.3191. Result ID: 6a2fb17cfbc373592c2bdc31. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen-Image","Step":"400"}. This record does not assert independent reproduction. ### HPSv3++ HPSv2: 0.3149. Result ID: 6a2fb17cfbc373592c2bdc32. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen-Image","Step":"500"}. This record does not assert independent reproduction. ### HPSv3 HPSv2: 0.3135. Result ID: 6a2fb17cfbc373592c2bdc36. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FLUX.1-dev","Step":"300"}. This record does not assert independent reproduction. ### HPSv3++ HPSv2: 0.3123. Result ID: 6a2fb17cfbc373592c2bdc2e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen-Image","Step":"100"}. This record does not assert independent reproduction. ### HPSv3++ HPSv2: 0.3064. Result ID: 6a2fb17cfbc373592c2bdc3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FLUX.1-dev","Step":"200"}. This record does not assert independent reproduction. ### HPSv3 HPSv2: 0.3054. Result ID: 6a2fb17cfbc373592c2bdc2c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen-Image","Step":"500"}. This record does not assert independent reproduction. ### HPSv3 HPSv2: 0.3042. Result ID: 6a2fb17cfbc373592c2bdc2a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen-Image","Step":"300"}. This record does not assert independent reproduction. ### HPSv3 HPSv2: 0.3022. Result ID: 6a2fb17cfbc373592c2bdc35. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FLUX.1-dev","Step":"200"}. This record does not assert independent reproduction. ### HPSv3 HPSv2: 0.3013. Result ID: 6a2fb17cfbc373592c2bdc29. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen-Image","Step":"200"}. This record does not assert independent reproduction. ### HPSv3 HPSv2: 0.2983. Result ID: 6a2fb17cfbc373592c2bdc28. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen-Image","Step":"100"}. This record does not assert independent reproduction. ### HPSv3 HPSv2: 0.2981. Result ID: 6a2fb17cfbc373592c2bdc2b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen-Image","Step":"400"}. This record does not assert independent reproduction. ### HPSv3++ HPSv2: 0.2915. Result ID: 6a2fb17cfbc373592c2bdc3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FLUX.1-dev","Step":"100"}. This record does not assert independent reproduction. ### HPSv3 HPSv2: 0.2908. Result ID: 6a2fb17cfbc373592c2bdc34. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FLUX.1-dev","Step":"100"}. This record does not assert independent reproduction. ### HPSv3 HPSv2: 0.2883. Result ID: 6a2fb17cfbc373592c2bdc27. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen-Image","Step":"0"}. This record does not assert independent reproduction. ### HPSv3++ HPSv2: 0.2883. Result ID: 6a2fb17cfbc373592c2bdc2d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen-Image","Step":"0"}. This record does not assert independent reproduction. ### HPSv3 HPSv2: 0.2883. Result ID: 6a2fb17cfbc373592c2bdc3f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SDXL","Step":"0"}. This record does not assert independent reproduction. ### HPSv3++ HPSv2: 0.2883. Result ID: 6a2fb17cfbc373592c2bdc45. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SDXL","Step":"0"}. This record does not assert independent reproduction. ### HPSv3++ HPSv2: 0.2815. Result ID: 6a2fb17cfbc373592c2bdc46. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SDXL","Step":"100"}. This record does not assert independent reproduction. ### HPSv3 HPSv2: 0.2813. Result ID: 6a2fb17cfbc373592c2bdc40. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SDXL","Step":"100"}. This record does not assert independent reproduction. ### HPSv3++ HPSv2: 0.281. Result ID: 6a2fb17cfbc373592c2bdc4a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SDXL","Step":"500"}. This record does not assert independent reproduction. ### HPSv3++ HPSv2: 0.2794. Result ID: 6a2fb17cfbc373592c2bdc47. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SDXL","Step":"200"}. This record does not assert independent reproduction. ### HPSv3 HPSv2: 0.2784. Result ID: 6a2fb17cfbc373592c2bdc42. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SDXL","Step":"300"}. This record does not assert independent reproduction. ### HPSv3++ HPSv2: 0.2781. Result ID: 6a2fb17cfbc373592c2bdc49. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SDXL","Step":"400"}. This record does not assert independent reproduction. ### HPSv3 HPSv2: 0.2769. Result ID: 6a2fb17cfbc373592c2bdc33. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FLUX.1-dev","Step":"0"}. This record does not assert independent reproduction. ### HPSv3++ HPSv2: 0.2769. Result ID: 6a2fb17cfbc373592c2bdc39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FLUX.1-dev","Step":"0"}. This record does not assert independent reproduction. ### HPSv3 HPSv2: 0.2769. Result ID: 6a2fb17cfbc373592c2bdc41. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SDXL","Step":"200"}. This record does not assert independent reproduction. ### HPSv3 HPSv2: 0.2769. Result ID: 6a2fb17cfbc373592c2bdc43. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SDXL","Step":"400"}. This record does not assert independent reproduction. ### HPSv3++ HPSv2: 0.276. Result ID: 6a2fb17cfbc373592c2bdc48. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SDXL","Step":"300"}. This record does not assert independent reproduction. ### HPSv3 HPSv2: 0.2748. Result ID: 6a2fb17cfbc373592c2bdc44. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SDXL","Step":"500"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.