CrossA11y: Identifying Video Accessibility Issues via Cross-modal Grounding
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Abstract (arXiv)
Authors make their videos visually accessible by adding audio descriptions (AD), and auditorily accessible by adding closed captions (CC). However, creating AD and CC is challenging and tedious, especially for non-professional describers and captioners, due to the difficulty of identifying accessibility problems in videos. A video author will have to watch the video through and manually check for inaccessible information frame-by-frame, for both visual and auditory modalities. In this paper, we present CrossA11y, a system that helps authors efficiently detect and address visual and auditory accessibility issues in videos. Using cross-modal grounding analysis, CrossA11y automatically measures accessibility of visual and audio segments in a video by checking for modality asymmetries. CrossA11y then displays these segments and surfaces visual and audio accessibility issues in a unified interface, making it intuitive to locate, review, script AD/CC in-place, and preview the described and captioned video immediately. We demonstrate the effectiveness of CrossA11y through a lab study with 11 participants, comparing to existing baseline.
Key facts. Cited by 6 papers in the map (data through 14 Oct 2026). First posted on arXiv 23 Aug 2022.
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Citing papers per year: 2024: 2; 2025: 2; 2026: 2.
6 papers.
- 2024WorldScribe: Towards Context-Aware Live Visual Descriptionscited by 27
- 2024Contextual AD Narration with Interleaved Multimodal Sequencecited by 14
- 2025Vid2Coach: Transforming How-To Videos into Task Assistantscited by 12
- 2025VideoA11y: Method and Dataset for Accessible Video Descriptioncited by 9
- 2026Designing Multi-Robot Ground Video Sensemaking with Public Safety Professionalscited by 1
- 2026How Do Novice Describers Edit AI Drafts? The Role of Draft Quality in Audio Description Authoringcited by 0
- 2026How Do Novice Describers Edit AI Drafts? The Role of Draft Quality in Audio Description Authoring6 May 2026
- 2026Designing Multi-Robot Ground Video Sensemaking with Public Safety Professionals9 Feb 2026
- 2025Vid2Coach: Transforming How-To Videos into Task Assistants31 May 2025
- 2025VideoA11y: Method and Dataset for Accessible Video Description27 Feb 2025
- 2024WorldScribe: Towards Context-Aware Live Visual Descriptions13 Aug 2024
- 2024Contextual AD Narration with Interleaved Multimodal Sequence19 Mar 2024