# Text-to-Image Generation on Race attributes prompts using Stable Diffusion 1.5 Source: [Text-to-Image Generation on Race attributes prompts using Stable Diffusion 1.5]() Collection index: [llms.txt]() Data updated: 2026-07-02T09:01:40.184Z Evaluation of Text-to-Image generation models using prompts focused on race attributes derived from Stable Diffusion 1.5, assessed using a comprehensive suite of metrics including fairness indicators (Bias-O, Bias-Q), quality metrics (FID, IS), and alignment scores (CLIP-T, CLIP-I). 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) | Race attributes prompts using Stable Diffusion 1.5 | | Metric | Bias-O | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 17 of 17 | | 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 - [Bias-O](): Lower is better; unit: SCALAR. - [Bias-Q](): Lower is better; unit: SCALAR. - [FD](): Lower is better; unit: SCALAR. - [CLIP-T](): Higher is better; unit: SCALAR. - [CLIP-I](): Higher is better; unit: SCALAR. - [DINO](): Higher is better; unit: SCALAR. - [FID](): Lower is better; unit: SCALAR. - [IS](): Higher is better; unit: SCALAR. ## Recorded results | Method | Bias-O | Result date | Report paper | | --- | --- | --- | --- | | Text Embedding Steering (TES) | 0.14 | Not recorded | 6a45f074dc71372d7795a114 | | LightFair | 0.18 | Not recorded | 6a45f074dc71372d7795a114 | | FinetuneFD | 0.2 | Not recorded | 6a45f074dc71372d7795a114 | | AITTI | 0.25 | Not recorded | 6a45f074dc71372d7795a114 | | MIST | 0.26 | Not recorded | 6a45f074dc71372d7795a114 | | ITI-GEN | 0.31 | Not recorded | 6a45f074dc71372d7795a114 | | FairMapping | 0.34 | Not recorded | 6a45f074dc71372d7795a114 | | BalancingAct | 0.34 | Not recorded | 6a45f074dc71372d7795a114 | | EntiGen | 0.37 | Not recorded | 6a45f074dc71372d7795a114 | | TIME | 0.39 | Not recorded | 6a45f074dc71372d7795a114 | | FairSM | 0.42 | Not recorded | 6a45f074dc71372d7795a114 | | UCE | 0.44 | Not recorded | 6a45f074dc71372d7795a114 | | SANER | 0.45 | Not recorded | 6a45f074dc71372d7795a114 | | TI | 0.47 | Not recorded | 6a45f074dc71372d7795a114 | | FairD | 0.5 | Not recorded | 6a45f074dc71372d7795a114 | | SD | 0.54 | Not recorded | 6a45f074dc71372d7795a114 | | DEAR | 0.54 | Not recorded | 6a45f074dc71372d7795a114 | ### Text Embedding Steering (TES) Bias-O: 0.14. Result ID: 6a4628f260b88bb33985a06a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Stable Diffusion v1.5"}. This record does not assert independent reproduction. ### LightFair Bias-O: 0.18. Result ID: 6a4628f260b88bb33985a069. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Stable Diffusion v1.5"}. This record does not assert independent reproduction. ### FinetuneFD Bias-O: 0.2. Result ID: 6a4628f260b88bb33985a05d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Stable Diffusion v1.5"}. This record does not assert independent reproduction. ### AITTI Bias-O: 0.25. Result ID: 6a4628f260b88bb33985a061. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Stable Diffusion v1.5"}. This record does not assert independent reproduction. ### MIST Bias-O: 0.26. Result ID: 6a4628f260b88bb33985a063. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Stable Diffusion v1.5"}. This record does not assert independent reproduction. ### ITI-GEN Bias-O: 0.31. Result ID: 6a4628f260b88bb33985a068. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Stable Diffusion v1.5"}. This record does not assert independent reproduction. ### FairMapping Bias-O: 0.34. Result ID: 6a4628f260b88bb33985a05e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Stable Diffusion v1.5"}. This record does not assert independent reproduction. ### BalancingAct Bias-O: 0.34. Result ID: 6a4628f260b88bb33985a05f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Stable Diffusion v1.5"}. This record does not assert independent reproduction. ### EntiGen Bias-O: 0.37. Result ID: 6a4628f260b88bb33985a067. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Stable Diffusion v1.5"}. This record does not assert independent reproduction. ### TIME Bias-O: 0.39. Result ID: 6a4628f260b88bb33985a062. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Stable Diffusion v1.5"}. This record does not assert independent reproduction. ### FairSM Bias-O: 0.42. Result ID: 6a4628f260b88bb33985a064. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Stable Diffusion v1.5"}. This record does not assert independent reproduction. ### UCE Bias-O: 0.44. Result ID: 6a4628f260b88bb33985a05c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Stable Diffusion v1.5"}. This record does not assert independent reproduction. ### SANER Bias-O: 0.45. Result ID: 6a4628f260b88bb33985a065. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Stable Diffusion v1.5"}. This record does not assert independent reproduction. ### TI Bias-O: 0.47. Result ID: 6a4628f260b88bb33985a060. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Stable Diffusion v1.5"}. This record does not assert independent reproduction. ### FairD Bias-O: 0.5. Result ID: 6a4628f260b88bb33985a05b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Stable Diffusion v1.5"}. This record does not assert independent reproduction. ### SD Bias-O: 0.54. Result ID: 6a4628f260b88bb33985a05a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Stable Diffusion v1.5"}. This record does not assert independent reproduction. ### DEAR Bias-O: 0.54. Result ID: 6a4628f260b88bb33985a066. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Stable Diffusion v1.5"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.