# Text-to-Image Generation on DrawBench (HPSv2, HPSv3, ImageReward, PickScore) Source: [Text-to-Image Generation on DrawBench (HPSv2, HPSv3, ImageReward, PickScore)]() Collection index: [llms.txt]() Data updated: 2026-03-16T09:39:24.278Z Evaluation of Text-to-Image generation models on the DrawBench dataset, specifically utilizing the HPSv2, HPSv3, ImageReward, and PickScore metrics. 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) | DrawBench | | Metric | HPSv2 | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 27 of 27 | | 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. - [HPSv3](): Higher is better; unit: SCALAR. - [ImageReward](): Higher is better; unit: SCALAR. - [PickScore](): Higher is better; unit: SCALAR. ## Recorded results | Method | HPSv2 | Result date | Report paper | | --- | --- | --- | --- | | Naïve PAINE | 31.58 | Not recorded | 69b78e9d0636e5bf4afbdcbb | | Naïve PAINE | 31.58 | Not recorded | 69b78e9d0636e5bf4afbdcbb | | HyperNoise | 31.27 | Not recorded | 69b78e9d0636e5bf4afbdcbb | | NoiseAR | 31.05 | Not recorded | 69b78e9d0636e5bf4afbdcbb | | Standard | 30.17 | Not recorded | 69b78e9d0636e5bf4afbdcbb | | Standard | 30.17 | Not recorded | 69b78e9d0636e5bf4afbdcbb | | Naïve PAINE | 30.16 | Not recorded | 69b78e9d0636e5bf4afbdcbb | | Naïve PAINE | 30.16 | Not recorded | 69b78e9d0636e5bf4afbdcbb | | Naïve PAINE | 30.07 | Not recorded | 69b78e9d0636e5bf4afbdcbb | | Naïve PAINE | 30.03 | Not recorded | 69b78e9d0636e5bf4afbdcbb | | Naïve PAINE | 30.03 | Not recorded | 69b78e9d0636e5bf4afbdcbb | | Golden Noise | 29.51 | Not recorded | 69b78e9d0636e5bf4afbdcbb | | NoiseAR | 29.14 | Not recorded | 69b78e9d0636e5bf4afbdcbb | | Golden Noise | 29.02 | Not recorded | 69b78e9d0636e5bf4afbdcbb | | NoiseAR | 28.92 | Not recorded | 69b78e9d0636e5bf4afbdcbb | | Naïve PAINE | 28.66 | Not recorded | 69b78e9d0636e5bf4afbdcbb | | Naïve PAINE | 28.66 | Not recorded | 69b78e9d0636e5bf4afbdcbb | | Golden Noise | 28.64 | Not recorded | 69b78e9d0636e5bf4afbdcbb | | Standard | 28.58 | Not recorded | 69b78e9d0636e5bf4afbdcbb | | Standard | 28.54 | Not recorded | 69b78e9d0636e5bf4afbdcbb | | Standard | 28.54 | Not recorded | 69b78e9d0636e5bf4afbdcbb | | Standard | 28.49 | Not recorded | 69b78e9d0636e5bf4afbdcbb | | Standard | 28.49 | Not recorded | 69b78e9d0636e5bf4afbdcbb | | NoiseAR | 27.72 | Not recorded | 69b78e9d0636e5bf4afbdcbb | | Golden Noise | 27.14 | Not recorded | 69b78e9d0636e5bf4afbdcbb | | Standard | 26.83 | Not recorded | 69b78e9d0636e5bf4afbdcbb | | Standard | 26.83 | Not recorded | 69b78e9d0636e5bf4afbdcbb | ### Naïve PAINE HPSv2: 31.58. Result ID: 69b7cfca47f34ce9249fde14. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DreamShaper"}. This record does not assert independent reproduction. ### Naïve PAINE HPSv2: 31.58. Result ID: 69b7cfca47f34ce9249fde2c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DreamShaper"}. This record does not assert independent reproduction. ### HyperNoise HPSv2: 31.27. Result ID: 69b7cfca47f34ce9249fde3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SANA-Sprint"}. This record does not assert independent reproduction. ### NoiseAR HPSv2: 31.05. Result ID: 69b7cfca47f34ce9249fde2b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DreamShaper"}. This record does not assert independent reproduction. ### Standard HPSv2: 30.17. Result ID: 69b7cfca47f34ce9249fde12. [Reporting paper]() Recorded evaluation configuration: {"Model":"DreamShaper"}. This record does not assert independent reproduction. ### Standard HPSv2: 30.17. Result ID: 69b7cfca47f34ce9249fde2a. [Reporting paper]() Recorded evaluation configuration: {"Model":"DreamShaper"}. This record does not assert independent reproduction. ### Naïve PAINE HPSv2: 30.16. Result ID: 69b7cfca47f34ce9249fde0e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Hunyuan"}. This record does not assert independent reproduction. ### Naïve PAINE HPSv2: 30.16. Result ID: 69b7cfca47f34ce9249fde26. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Hunyuan"}. This record does not assert independent reproduction. ### Naïve PAINE HPSv2: 30.07. Result ID: 69b7cfca47f34ce9249fde3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SANA-Sprint","Training Metric":"PickScore"}. This record does not assert independent reproduction. ### Naïve PAINE HPSv2: 30.03. Result ID: 69b7cfca47f34ce9249fde11. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"PixArt-Σ"}. This record does not assert independent reproduction. ### Naïve PAINE HPSv2: 30.03. Result ID: 69b7cfca47f34ce9249fde29. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"PixArt-Σ"}. This record does not assert independent reproduction. ### Golden Noise HPSv2: 29.51. Result ID: 69b7cfca47f34ce9249fde13. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DreamShaper"}. This record does not assert independent reproduction. ### NoiseAR HPSv2: 29.14. Result ID: 69b7cfca47f34ce9249fde25. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Hunyuan"}. This record does not assert independent reproduction. ### Golden Noise HPSv2: 29.02. Result ID: 69b7cfca47f34ce9249fde0d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Hunyuan"}. This record does not assert independent reproduction. ### NoiseAR HPSv2: 28.92. Result ID: 69b7cfca47f34ce9249fde28. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"PixArt-Σ"}. This record does not assert independent reproduction. ### Naïve PAINE HPSv2: 28.66. Result ID: 69b7cfca47f34ce9249fde17. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SDXL"}. This record does not assert independent reproduction. ### Naïve PAINE HPSv2: 28.66. Result ID: 69b7cfca47f34ce9249fde2f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SDXL"}. This record does not assert independent reproduction. ### Golden Noise HPSv2: 28.64. Result ID: 69b7cfca47f34ce9249fde10. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"PixArt-Σ"}. This record does not assert independent reproduction. ### Standard HPSv2: 28.58. Result ID: 69b7cfca47f34ce9249fde39. [Reporting paper]() Recorded evaluation configuration: {"Model":"SANA-Sprint","Optimization":"None"}. This record does not assert independent reproduction. ### Standard HPSv2: 28.54. Result ID: 69b7cfca47f34ce9249fde0f. [Reporting paper]() Recorded evaluation configuration: {"Model":"PixArt-Σ"}. This record does not assert independent reproduction. ### Standard HPSv2: 28.54. Result ID: 69b7cfca47f34ce9249fde27. [Reporting paper]() Recorded evaluation configuration: {"Model":"PixArt-Σ"}. This record does not assert independent reproduction. ### Standard HPSv2: 28.49. Result ID: 69b7cfca47f34ce9249fde0c. [Reporting paper]() Recorded evaluation configuration: {"Model":"Hunyuan"}. This record does not assert independent reproduction. ### Standard HPSv2: 28.49. Result ID: 69b7cfca47f34ce9249fde24. [Reporting paper]() Recorded evaluation configuration: {"Model":"Hunyuan"}. This record does not assert independent reproduction. ### NoiseAR HPSv2: 27.72. Result ID: 69b7cfca47f34ce9249fde2e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SDXL"}. This record does not assert independent reproduction. ### Golden Noise HPSv2: 27.14. Result ID: 69b7cfca47f34ce9249fde16. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SDXL"}. This record does not assert independent reproduction. ### Standard HPSv2: 26.83. Result ID: 69b7cfca47f34ce9249fde15. [Reporting paper]() Recorded evaluation configuration: {"Model":"SDXL"}. This record does not assert independent reproduction. ### Standard HPSv2: 26.83. Result ID: 69b7cfca47f34ce9249fde2d. [Reporting paper]() Recorded evaluation configuration: {"Model":"SDXL"}. This record does not assert independent reproduction. Page 1 of 1. 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