Making Short-Form Videos Accessible with Hierarchical Video Summaries
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Abstract (arXiv)
Short videos on platforms such as TikTok, Instagram Reels, and YouTube Shorts (i.e. short-form videos) have become a primary source of information and entertainment. Many short-form videos are inaccessible to blind and low vision (BLV) viewers due to their rapid visual changes, on-screen text, and music or meme-audio overlays. In our formative study, 7 BLV viewers who regularly watched short-form videos reported frequently skipping such inaccessible content. We present ShortScribe, a system that provides hierarchical visual summaries of short-form videos at three levels of detail to support BLV viewers in selecting and understanding short-form videos. ShortScribe allows BLV users to navigate between video descriptions based on their level of interest. To evaluate ShortScribe, we assessed description accuracy and conducted a user study with 10 BLV participants comparing ShortScribe to a baseline interface. When using ShortScribe, participants reported higher comprehension and provided more accurate summaries of video content.
Key facts. Cited by 14 papers in the map (data through 7 Oct 2026). First posted on arXiv 16 Feb 2024.
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Citing papers per year: 2024: 4; 2025: 5; 2026: 5.
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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
- 2025Vid2Coach: Transforming How-To Videos into Task Assistantscited by 12
- 2025VideoA11y: Method and Dataset for Accessible Video Descriptioncited by 8
- 2024EditScribe: Non-Visual Image Editing with Natural Language Verification Loopscited by 6
- 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
- 2024AltCanvas: A Tile-Based Image Editor with Generative AI for Blind or Visually Impaired Peoplecited by 1
- 2026Designing Multi-Robot Ground Video Sensemaking with Public Safety Professionalscited by 1
- 2025GamerAstra: Supporting 2D Non-Twitch Video Games for Blind and Low-Vision Players through a Multi-Agent Frameworkcited by 0
- 2026Toward Scalable Audio Description Quality Control: A Workflow for Evaluating Human and VLM Raterscited by 0
- 2026Making Videos Accessible for Blind and Low Vision Users Using a Multimodal Agent Video Playercited by 0
- 2026Making AI Drafts Count: A Quality Threshold in Audio Description Workflows6 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
- 2026Designing Multi-Robot Ground Video Sensemaking with Public Safety Professionals9 Feb 2026
- 2026Making Videos Accessible for Blind and Low Vision Users Using a Multimodal Agent Video Player4 Feb 2026
- 2026Toward Scalable Audio Description Quality Control: A Workflow for Evaluating Human and VLM Raters1 Feb 2026
- 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
- 2025GamerAstra: Supporting 2D Non-Twitch Video Games for Blind and Low-Vision Players through a Multi-Agent Framework28 Jun 2025
- 2025Vid2Coach: Transforming How-To Videos into Task Assistants31 May 2025
- 2025VideoA11y: Method and Dataset for Accessible Video Description27 Feb 2025
- 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 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
- 2025Vid2Coach: Transforming How-To Videos into Task Assistantscited by 12
- 2025VideoA11y: Method and Dataset for Accessible Video Descriptioncited by 8
- 2024EditScribe: Non-Visual Image Editing with Natural Language Verification Loopscited by 6
- 2024AltCanvas: A Tile-Based Image Editor with Generative AI for Blind or Visually Impaired Peoplecited by 1
- 2026Designing Multi-Robot Ground Video Sensemaking with Public Safety Professionalscited by 1
- 2026Toward Scalable Audio Description Quality Control: A Workflow for Evaluating Human and VLM Raterscited 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
- 2026Making AI Drafts Count: A Quality Threshold in Audio Description Workflowscited by 0
- 2026Making AI Drafts Count: A Quality Threshold in Audio Description Workflows6 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
- 2026Designing Multi-Robot Ground Video Sensemaking with Public Safety Professionals9 Feb 2026
- 2026Toward Scalable Audio Description Quality Control: A Workflow for Evaluating Human and VLM Raters1 Feb 2026
- 2025Vid2Coach: Transforming How-To Videos into Task Assistants31 May 2025
- 2025VideoA11y: Method and Dataset for Accessible Video Description27 Feb 2025
- 2024EditScribe: Non-Visual Image Editing with Natural Language Verification Loops13 Aug 2024
- 2024WorldScribe: Towards Context-Aware Live Visual Descriptions13 Aug 2024
- 2024AltCanvas: A Tile-Based Image Editor with Generative AI for Blind or Visually Impaired People5 Aug 2024