# Text-to-Image Generation on LAION 5B 1K Source: [Text-to-Image Generation on LAION 5B 1K]() Collection index: [llms.txt]() Data updated: 2026-03-24T12:58:54.057Z Evaluation of Text-to-Image generation models on the LAION 5B 1K subset, assessed using HPSv2.1 and Aesthetic Score. 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) | LAION 5B 1K | | Metric | HPSv2.1 | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [HPSv2.1](): Higher is better; unit: SCALAR. - [Aesthetic Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | HPSv2.1 | Result date | Report paper | | --- | --- | --- | --- | | SGG | 28.685 | Not recorded | 69c21a5e0636e5bf4afc45ec | | SGG | 28.638 | Not recorded | 69c21a5e0636e5bf4afc45ec | | S2 Guidance | 28.491 | Not recorded | 69c21a5e0636e5bf4afc45ec | | S2 Guidance | 28.442 | Not recorded | 69c21a5e0636e5bf4afc45ec | | CFG | 28.333 | Not recorded | 69c21a5e0636e5bf4afc45ec | | Rectified CFG++ | 28.306 | Not recorded | 69c21a5e0636e5bf4afc45ec | | CFG-zero-star | 28.272 | Not recorded | 69c21a5e0636e5bf4afc45ec | | CFG | 28.174 | Not recorded | 69c21a5e0636e5bf4afc45ec | | Guidance Interval | 28.174 | Not recorded | 69c21a5e0636e5bf4afc45ec | | CFG-zero-star | 28.139 | Not recorded | 69c21a5e0636e5bf4afc45ec | | Guidance Interval | 28.125 | Not recorded | 69c21a5e0636e5bf4afc45ec | | Rectified CFG++ | 28.122 | Not recorded | 69c21a5e0636e5bf4afc45ec | | CFG+SLG | 27.246 | Not recorded | 69c21a5e0636e5bf4afc45ec | | CFG+SLG | 26.147 | Not recorded | 69c21a5e0636e5bf4afc45ec | | SLG | 26.05 | Not recorded | 69c21a5e0636e5bf4afc45ec | | SLG | 25 | Not recorded | 69c21a5e0636e5bf4afc45ec | | Conditional (w/o Guidance) | 20.801 | Not recorded | 69c21a5e0636e5bf4afc45ec | | Conditional (w/o Guidance) | 20.215 | Not recorded | 69c21a5e0636e5bf4afc45ec | ### SGG HPSv2.1: 28.685. Result ID: 69c28a8447f34ce924aaaaa1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SD3.5-medium","NFE/s":"2"}. This record does not assert independent reproduction. ### SGG HPSv2.1: 28.638. Result ID: 69c28a8447f34ce924aaaa98. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SD3-medium","NFE/s":"2"}. This record does not assert independent reproduction. ### S2 Guidance HPSv2.1: 28.491. Result ID: 69c28a8447f34ce924aaaa9e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SD3.5-medium","NFE/s":"3"}. This record does not assert independent reproduction. ### S2 Guidance HPSv2.1: 28.442. Result ID: 69c28a8447f34ce924aaaa95. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SD3-medium","NFE/s":"3"}. This record does not assert independent reproduction. ### CFG HPSv2.1: 28.333. Result ID: 69c28a8447f34ce924aaaa9a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SD3.5-medium","NFE/s":"2"}. This record does not assert independent reproduction. ### Rectified CFG++ HPSv2.1: 28.306. Result ID: 69c28a8447f34ce924aaaa96. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SD3-medium","NFE/s":"3"}. This record does not assert independent reproduction. ### CFG-zero-star HPSv2.1: 28.272. Result ID: 69c28a8447f34ce924aaaa9d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SD3.5-medium","NFE/s":"2"}. This record does not assert independent reproduction. ### CFG HPSv2.1: 28.174. Result ID: 69c28a8447f34ce924aaaa91. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SD3-medium","NFE/s":"2"}. This record does not assert independent reproduction. ### Guidance Interval HPSv2.1: 28.174. Result ID: 69c28a8447f34ce924aaaa97. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SD3-medium","NFE/s":"2"}. This record does not assert independent reproduction. ### CFG-zero-star HPSv2.1: 28.139. Result ID: 69c28a8447f34ce924aaaa94. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SD3-medium","NFE/s":"2"}. This record does not assert independent reproduction. ### Guidance Interval HPSv2.1: 28.125. Result ID: 69c28a8447f34ce924aaaaa0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SD3.5-medium","NFE/s":"2"}. This record does not assert independent reproduction. ### Rectified CFG++ HPSv2.1: 28.122. Result ID: 69c28a8447f34ce924aaaa9f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SD3.5-medium","NFE/s":"3"}. This record does not assert independent reproduction. ### CFG+SLG HPSv2.1: 27.246. Result ID: 69c28a8447f34ce924aaaa9c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SD3.5-medium","NFE/s":"3"}. This record does not assert independent reproduction. ### CFG+SLG HPSv2.1: 26.147. Result ID: 69c28a8447f34ce924aaaa93. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SD3-medium","NFE/s":"3"}. This record does not assert independent reproduction. ### SLG HPSv2.1: 26.05. Result ID: 69c28a8447f34ce924aaaa9b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SD3.5-medium","NFE/s":"2"}. This record does not assert independent reproduction. ### SLG HPSv2.1: 25. Result ID: 69c28a8447f34ce924aaaa92. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SD3-medium","NFE/s":"2"}. This record does not assert independent reproduction. ### Conditional (w/o Guidance) HPSv2.1: 20.801. Result ID: 69c28a8447f34ce924aaaa99. [Reporting paper]() Recorded evaluation configuration: {"Model":"SD3.5-medium","NFE/s":"1"}. This record does not assert independent reproduction. ### Conditional (w/o Guidance) HPSv2.1: 20.215. Result ID: 69c28a8447f34ce924aaaa90. [Reporting paper]() Recorded evaluation configuration: {"Model":"SD3-medium","NFE/s":"1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.