# Text-to-Image Preference Alignment on FiFA-5K (test) Source: [Text-to-Image Preference Alignment on FiFA-5K (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:58:01.591Z Evaluation of Text-to-Image Preference Alignment performance on the test split of the FiFA-5K dataset, using metrics like PickScore, HPSv2, 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 Preference Alignment | | Dataset (including any stated split) | FiFA-5K (test) | | Metric | PickScore | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 - [PickScore](): Higher is better; unit: SCALAR. - [HPSv2 Avg](): Higher is better; unit: SCALAR. - [Aesthetic Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | PickScore | Result date | Report paper | | --- | --- | --- | --- | | DPO | 22.84 | Not recorded | 69896a26c97a0b3e3b5dc592 | | DeDPO | 22.83 | Not recorded | 69896a26c97a0b3e3b5dc592 | | DPO | 22.61 | Not recorded | 69896a26c97a0b3e3b5dc592 | | DPO | 22.57 | Not recorded | 69896a26c97a0b3e3b5dc592 | | SFT | 22.01 | Not recorded | 69896a26c97a0b3e3b5dc592 | | DeDPO | 21.91 | Not recorded | 69896a26c97a0b3e3b5dc592 | | DPO | 21.88 | Not recorded | 69896a26c97a0b3e3b5dc592 | | DPO | 21.76 | Not recorded | 69896a26c97a0b3e3b5dc592 | | DPO | 21.71 | Not recorded | 69896a26c97a0b3e3b5dc592 | | SFT | 21.64 | Not recorded | 69896a26c97a0b3e3b5dc592 | ### DPO PickScore: 22.84. Result ID: 699736985698665ec4866849. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SDXL","# Pref. pairs":"5000","# Unpref. pairs":"0","Configuration":"100%"}. This record does not assert independent reproduction. ### DeDPO PickScore: 22.83. Result ID: 699736985698665ec486684b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SDXL","# Pref. pairs":"1250","# Unpref. pairs":"3750","Configuration":"synthetic pref."}. This record does not assert independent reproduction. ### DPO PickScore: 22.61. Result ID: 699736985698665ec486684a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SDXL","# Pref. pairs":"1250","# Unpref. pairs":"3750","Configuration":"synthetic pref."}. This record does not assert independent reproduction. ### DPO PickScore: 22.57. Result ID: 699736985698665ec4866848. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SDXL","# Pref. pairs":"1250","# Unpref. pairs":"0","Configuration":"25%"}. This record does not assert independent reproduction. ### SFT PickScore: 22.01. Result ID: 699736985698665ec4866847. [Reporting paper]() Recorded evaluation configuration: {"Model":"SDXL","# Pref. pairs":"1250","# Unpref. pairs":"0"}. This record does not assert independent reproduction. ### DeDPO PickScore: 21.91. Result ID: 699736985698665ec4866846. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SD1.5","# Pref. pairs":"1250","# Unpref. pairs":"3750","Configuration":"synthetic pref."}. This record does not assert independent reproduction. ### DPO PickScore: 21.88. Result ID: 699736985698665ec4866844. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SD1.5","# Pref. pairs":"5000","# Unpref. pairs":"0","Configuration":"100%"}. This record does not assert independent reproduction. ### DPO PickScore: 21.76. Result ID: 699736985698665ec4866843. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SD1.5","# Pref. pairs":"1250","# Unpref. pairs":"0","Configuration":"25%"}. This record does not assert independent reproduction. ### DPO PickScore: 21.71. Result ID: 699736985698665ec4866845. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SD1.5","# Pref. pairs":"1250","# Unpref. pairs":"3750","Configuration":"synthetic pref."}. This record does not assert independent reproduction. ### SFT PickScore: 21.64. Result ID: 699736985698665ec4866842. [Reporting paper]() Recorded evaluation configuration: {"Model":"SD1.5","# Pref. pairs":"1250","# Unpref. pairs":"0"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.