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English(EN) Beyond wheelchairs and blindfolds: Investigating disability stereotypes in T2I models with INCLUDE-BENCH

新基准揭示文本到图像 AI 模型中的残疾刻板印象

作者 PulseAugur 编辑部 · [3 个来源] ·

研究人员推出了一项名为 INCLUDE-BENCH 的新基准，旨在评估文本到图像（T2I）模型中与残疾相关的偏见。该基准包含 119,000 张生成图像，揭示 T2I 模型经常将残疾人，特别是那些有行动不便的人，主要描绘成坐在轮椅上。研究还发现，受残疾条件影响的生成图像往往多样性较低，并且刻板印象的描绘与残疾相关的文本提示更紧密地相关。开发了一种名为刻板印象内容模型（SCM）得分的新指标，用于量化 T2I 输出中反映的这些现实世界中的刻板印象关联。 AI

影响 强调了对 AI 模型进行更细致评估的必要性，以防止对残疾人产生有害的刻板印象。

排序理由 该集群描述了一篇介绍用于评估 AI 模型偏见的基准的新学术论文。

在 Hugging Face Daily Papers 阅读 →

AI 生成摘要 · Google Gemini · 来自 3 个来源。 我们如何撰写摘要 →

新基准揭示文本到图像 AI 模型中的残疾刻板印象

报道来源 [3]

  1. Hugging Face Daily Papers TIER_1 English(EN) ·

    Beyond wheelchairs and blindfolds: Investigating disability stereotypes in T2I models with INCLUDE-BENCH

    Text-to-image (T2I) models have been shown to exhibit social biases. Prior work has mainly focused on gender, skin tone, and cultural representation within restricted occupational associations, and emerging benchmarks increasingly incorporate these dimensions. However, disability…

  2. arXiv cs.CV TIER_1 English(EN) · Sophia Lichtenberg, Albert Gatt, Judith Masthoff ·

    Beyond wheelchairs and blindfolds: Investigating disability stereotypes in T2I models with INCLUDE-BENCH

    arXiv:2607.08515v1 Announce Type: new Abstract: Text-to-image (T2I) models have been shown to exhibit social biases. Prior work has mainly focused on gender, skin tone, and cultural representation within restricted occupational associations, and emerging benchmarks increasingly i…

  3. arXiv cs.CV TIER_1 English(EN) · Judith Masthoff ·

    Beyond wheelchairs and blindfolds: Investigating disability stereotypes in T2I models with INCLUDE-BENCH

    Text-to-image (T2I) models have been shown to exhibit social biases. Prior work has mainly focused on gender, skin tone, and cultural representation within restricted occupational associations, and emerging benchmarks increasingly incorporate these dimensions. However, disability…

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