GenAssist: Making Image Generation Accessible
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Abstract (arXiv)
Blind and low vision (BLV) creators use images to communicate with sighted audiences. However, creating or retrieving images is challenging for BLV creators as it is difficult to use authoring tools or assess image search results. Thus, creators limit the types of images they create or recruit sighted collaborators. While text-to-image generation models let creators generate high-fidelity images based on a text description (i.e. prompt), it is difficult to assess the content and quality of generated images. We present GenAssist, a system to make text-to-image generation accessible. Using our interface, creators can verify whether generated image candidates followed the prompt, access additional details in the image not specified in the prompt, and skim a summary of similarities and differences between image candidates. To power the interface, GenAssist uses a large language model to generate visual questions, vision-language models to extract answers, and a large language model to summarize the results. Our study with 12 BLV creators demonstrated that GenAssist enables and simplifies the process of image selection and generation, making visual authoring more accessible to all.
Key facts. Cited by 18 papers in the map (data through 7 Oct 2026). First posted on arXiv 14 Jul 2023.
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Citing papers per year: 2024: 7; 2025: 8; 2026: 3.
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- 2024WorldScribe: Towards Context-Aware Live Visual Descriptionscited by 26
- 2024Long-Form Answers to Visual Questions from Blind and Low Vision Peoplecited by 18
- 2025Morae: Proactively Pausing UI Agents for User Choicescited by 18
- 2025Vid2Coach: Transforming How-To Videos into Task Assistantscited by 12
- 2024DreamStruct: Understanding Slides and User Interfaces via Synthetic Data Generationcited by 8
- 2024EditScribe: Non-Visual Image Editing with Natural Language Verification Loopscited by 6
- 2025"Before, I Asked My Mom, Now I Ask ChatGPT": Visual Privacy Management with Generative AI for Blind and Low-Vision Peoplecited by 6
- 2025Surfacing Variations to Calibrate Perceived Reliability of MLLM-generated Image Descriptionscited by 6
- 2024Large Language Models Meet User Interfaces: The Case of Provisioning Feedbackcited by 4
- 2024Engaging with Children's Artwork in Mixed Visual-Ability Familiescited by 3
- 2024FathomGPT: A Natural Language Interface for Interactively Exploring Ocean Science Datacited by 3
- 2025"It's trained by non-disabled people": Evaluating How Image Quality Affects Product Captioning with Vision-Language Modelscited by 3
6 more
- 2025A Picture is Worth a Thousand Prompts? Efficacy of Iterative Human-Driven Prompt Refinement in Image Regeneration Taskscited by 2
- 2025An Exploration of Default Images in Text-to-Image Generationcited by 1
- 2026Finding the Signal in the Noise: An Exploratory Study on Assessing the Effectiveness of AI and Accessibility Forums for Blind Users' Support Needscited by 1
- 2025SweeperBot: Making 3D Browsing Accessible through View Analysis and Visual Question Answeringcited by 0
- 2026Lost in Instructions: Study of Blind Users' Experiences with DIY Manuals and AI-Rewritten Instructions for Assembly, Operation, and Troubleshooting of Tangible Productscited by 0
- 2026Cripping AI: Reimagining AI Through Lived Disability Experiencescited by 0
- 2026Cripping AI: Reimagining AI Through Lived Disability Experiences3 May 2026
- 2026Lost in Instructions: Study of Blind Users' Experiences with DIY Manuals and AI-Rewritten Instructions for Assembly, Operation, and Troubleshooting of Tangible Products20 Feb 2026
- 2026Finding the Signal in the Noise: An Exploratory Study on Assessing the Effectiveness of AI and Accessibility Forums for Blind Users' Support Needs20 Feb 2026
- 2025SweeperBot: Making 3D Browsing Accessible through View Analysis and Visual Question Answering18 Nov 2025
- 2025"It's trained by non-disabled people": Evaluating How Image Quality Affects Product Captioning with Vision-Language Models12 Nov 2025
- 2025Morae: Proactively Pausing UI Agents for User Choices29 Aug 2025
- 2025Surfacing Variations to Calibrate Perceived Reliability of MLLM-generated Image Descriptions21 Jul 2025
- 2025"Before, I Asked My Mom, Now I Ask ChatGPT": Visual Privacy Management with Generative AI for Blind and Low-Vision People30 Jun 2025
- 2025Vid2Coach: Transforming How-To Videos into Task Assistants31 May 2025
- 2025An Exploration of Default Images in Text-to-Image Generation14 May 2025
- 2025A Picture is Worth a Thousand Prompts? Efficacy of Iterative Human-Driven Prompt Refinement in Image Regeneration Tasks29 Apr 2025
- 2024FathomGPT: A Natural Language Interface for Interactively Exploring Ocean Science Data3 Dec 2024
6 more
- 2024DreamStruct: Understanding Slides and User Interfaces via Synthetic Data Generation30 Sep 2024
- 2024EditScribe: Non-Visual Image Editing with Natural Language Verification Loops13 Aug 2024
- 2024WorldScribe: Towards Context-Aware Live Visual Descriptions13 Aug 2024
- 2024Long-Form Answers to Visual Questions from Blind and Low Vision People12 Aug 2024
- 2024Engaging with Children's Artwork in Mixed Visual-Ability Families26 Jul 2024
- 2024Large Language Models Meet User Interfaces: The Case of Provisioning Feedback17 Apr 2024
- 2024Long-Form Answers to Visual Questions from Blind and Low Vision Peoplecited by 18
- 2025Surfacing Variations to Calibrate Perceived Reliability of MLLM-generated Image Descriptionscited by 6
- 2025"It's trained by non-disabled people": Evaluating How Image Quality Affects Product Captioning with Vision-Language Modelscited by 3
- 2025"It's trained by non-disabled people": Evaluating How Image Quality Affects Product Captioning with Vision-Language Models12 Nov 2025
- 2025Surfacing Variations to Calibrate Perceived Reliability of MLLM-generated Image Descriptions21 Jul 2025
- 2024Long-Form Answers to Visual Questions from Blind and Low Vision People12 Aug 2024
- 2024WorldScribe: Towards Context-Aware Live Visual Descriptionscited by 26
- 2025Morae: Proactively Pausing UI Agents for User Choicescited by 18
- 2025Vid2Coach: Transforming How-To Videos into Task Assistantscited by 12
- 2024DreamStruct: Understanding Slides and User Interfaces via Synthetic Data Generationcited by 8
- 2024EditScribe: Non-Visual Image Editing with Natural Language Verification Loopscited by 6
- 2025"Before, I Asked My Mom, Now I Ask ChatGPT": Visual Privacy Management with Generative AI for Blind and Low-Vision Peoplecited by 6
- 2024Large Language Models Meet User Interfaces: The Case of Provisioning Feedbackcited by 4
- 2024Engaging with Children's Artwork in Mixed Visual-Ability Familiescited by 3
- 2024FathomGPT: A Natural Language Interface for Interactively Exploring Ocean Science Datacited by 3
- 2025A Picture is Worth a Thousand Prompts? Efficacy of Iterative Human-Driven Prompt Refinement in Image Regeneration Taskscited by 2
- 2025An Exploration of Default Images in Text-to-Image Generationcited by 1
- 2026Finding the Signal in the Noise: An Exploratory Study on Assessing the Effectiveness of AI and Accessibility Forums for Blind Users' Support Needscited by 1
12 most cited of 15 All 15 (JSON)
- 2026Cripping AI: Reimagining AI Through Lived Disability Experiences3 May 2026
- 2026Lost in Instructions: Study of Blind Users' Experiences with DIY Manuals and AI-Rewritten Instructions for Assembly, Operation, and Troubleshooting of Tangible Products20 Feb 2026
- 2026Finding the Signal in the Noise: An Exploratory Study on Assessing the Effectiveness of AI and Accessibility Forums for Blind Users' Support Needs20 Feb 2026
- 2025SweeperBot: Making 3D Browsing Accessible through View Analysis and Visual Question Answering18 Nov 2025
- 2025Morae: Proactively Pausing UI Agents for User Choices29 Aug 2025
- 2025"Before, I Asked My Mom, Now I Ask ChatGPT": Visual Privacy Management with Generative AI for Blind and Low-Vision People30 Jun 2025
- 2025Vid2Coach: Transforming How-To Videos into Task Assistants31 May 2025
- 2025An Exploration of Default Images in Text-to-Image Generation14 May 2025
- 2025A Picture is Worth a Thousand Prompts? Efficacy of Iterative Human-Driven Prompt Refinement in Image Regeneration Tasks29 Apr 2025
- 2024FathomGPT: A Natural Language Interface for Interactively Exploring Ocean Science Data3 Dec 2024
- 2024DreamStruct: Understanding Slides and User Interfaces via Synthetic Data Generation30 Sep 2024
- 2024EditScribe: Non-Visual Image Editing with Natural Language Verification Loops13 Aug 2024
12 newest of 15 All 15 (JSON)
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