WorldScribe: Towards Context-Aware Live Visual Descriptions
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Abstract (arXiv)
Automated live visual descriptions can aid blind people in understanding their surroundings with autonomy and independence. However, providing descriptions that are rich, contextual, and just-in-time has been a long-standing challenge in accessibility. In this work, we develop WorldScribe, a system that generates automated live real-world visual descriptions that are customizable and adaptive to users' contexts: (i) WorldScribe's descriptions are tailored to users' intents and prioritized based on semantic relevance. (ii) WorldScribe is adaptive to visual contexts, e.g., providing consecutively succinct descriptions for dynamic scenes, while presenting longer and detailed ones for stable settings. (iii) WorldScribe is adaptive to sound contexts, e.g., increasing volume in noisy environments, or pausing when conversations start. Powered by a suite of vision, language, and sound recognition models, WorldScribe introduces a description generation pipeline that balances the tradeoffs between their richness and latency to support real-time use. The design of WorldScribe is informed by prior work on providing visual descriptions and a formative study with blind participants. Our user study and subsequent pipeline evaluation show that WorldScribe can provide real-time and fairly accurate visual descriptions to facilitate environment understanding that is adaptive and customized to users' contexts. Finally, we discuss the implications and further steps toward making live visual descriptions more context-aware and humanized.
Key facts. Cited by 26 papers in the map (data through 13 Oct 2026). Builds on 18 of its 77 references that are in the map. First posted on arXiv 13 Aug 2024.
Builds on
18 of 77 references.
References · 18
- 2014Microsoft COCO: Common Objects in Contextcited by 17,550
- 2014Very Deep Convolutional Networks for Large-Scale Image Recognitioncited by 15,321
- 2024Depth Anything: Unleashing the Power of Large-Scale Unlabeled Datacited by 1,353
- 2021ByteTrack: Multi-Object Tracking by Associating Every Detection Boxcited by 816
- 2021Image Segmentation Using Text and Image Promptscited by 511
- 2024YOLO-World: Real-Time Open-Vocabulary Object Detectioncited by 500
- 2023BuboGPT: Enabling Visual Grounding in Multi-Modal LLMscited by 114
- 2023SMERF: Streamable Memory Efficient Radiance Fields for Real-Time Large-Scene Explorationcited by 62
- 2021Cyclic Co-Learning of Sounding Object Visual Grounding and Sound Separationcited by 59
- 2020Rescribe: Authoring and Automatically Editing Audio Descriptionscited by 20
- 2022Context Matters for Image Descriptions for Accessibility: Challenges for Referenceless Evaluation Metricscited by 18
- 2023GenAssist: Making Image Generation Accessiblecited by 18
6 more
- 2024Making Short-Form Videos Accessible with Hierarchical Video Summariescited by 14
- 2018Conversations for Vision: Remote Sighted Assistants Helping People with Visual Impairmentscited by 6
- 2022Blind Users Accessing Their Training Images in Teachable Object Recognizerscited by 6
- 2022CrossA11y: Identifying Video Accessibility Issues via Cross-modal Groundingcited by 6
- 2021Flying Guide Dog: Walkable Path Discovery for the Visually Impaired Utilizing Drones and Transformer-based Semantic Segmentationcited by 5
- 2024SoundShift: Exploring Sound Manipulations for Accessible Mixed-Reality Awarenesscited by 4
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Citing papers per year: 2024: 2; 2025: 11; 2026: 13.
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- 2025Vid2Coach: Transforming How-To Videos into Task Assistantscited by 12
- 2025Bridging Perspectives: A Survey on Cross-view Collaborative Intelligence with Egocentric-Exocentric Visioncited by 8
- 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
- 2024ObjectFinder: An Open-Vocabulary Assistive System for Interactive Object Search by Blind Peoplecited by 5
- 2025StreetReaderAI: Making Street View Accessible Using Context-Aware Multimodal AIcited by 5
- 2026VisionClaw: Always-On AI Agents through Smart Glassescited by 5
- 2024Audio Description Generation in the Era of LLMs and VLMs: A Review of Transferable Generative AI Technologiescited by 4
- 2025"It's trained by non-disabled people": Evaluating How Image Quality Affects Product Captioning with Vision-Language Modelscited by 3
- 2026SpeechLess: Micro-utterance with Personalized Spatial Memory-aware Assistant in Everyday Augmented Realitycited by 3
- 2026How Multimodal Large Language Models Support Access to Visual Information: A Diary Study With Blind and Low Vision Peoplecited by 3
- 2025More than One Step at a Time: Designing Procedural Feedback for Non-visual Makeup Routinescited by 2
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- 2026Say It My Way: Exploring Control in Conversational Visual Question Answering with Blind Userscited by 2
- 2026Memento: Towards Proactive Visualization of Everyday Memories with Personal Wearable AR Assistantcited 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
- 2025GamerAstra: Supporting 2D Non-Twitch Video Games for Blind and Low-Vision Players through a Multi-Agent Frameworkcited by 0
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- 2026Touvigation: Embodied Adaptive Object Acquisition for Blind and Low-Vision Users in Unfamiliar Indoor Environmentscited by 0
- 2026Generative Tutorial: Towards Live Contextualized Visual Instructions for Physical Taskscited by 0
- 2026Generative Tutorial: Towards Live Contextualized Visual Instructions for Physical Tasks21 Sep 2026
- 2026Touvigation: Embodied Adaptive Object Acquisition for Blind and Low-Vision Users in Unfamiliar Indoor Environments18 Sep 2026
- 2026RoboFind: Multi-Agent Personalized Object Search for People Who Are Blind or Have Low Vision17 Sep 2026
- 2026Time-Aware Assistive Navigation4 Sep 2026
- 2026Sidekick: Designing Communication for Effective Multitasking with Computer Use Agents20 Jul 2026
- 2026Cripping AI: Reimagining AI Through Lived Disability Experiences3 May 2026
- 2026VisionClaw: Always-On AI Agents through Smart Glasses3 Apr 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
- 2026Say It My Way: Exploring Control in Conversational Visual Question Answering with Blind Users18 Feb 2026
- 2026How Multimodal Large Language Models Support Access to Visual Information: A Diary Study With Blind and Low Vision People13 Feb 2026
- 2026SpeechLess: Micro-utterance with Personalized Spatial Memory-aware Assistant in Everyday Augmented Reality31 Jan 2026
14 more
- 2026Memento: Towards Proactive Visualization of Everyday Memories with Personal Wearable AR Assistant24 Jan 2026
- 2025Prompt-to-Parts: Generative AI for Physical Assembly and Scalable Instructions10 Dec 2025
- 2025"It's trained by non-disabled people": Evaluating How Image Quality Affects Product Captioning with Vision-Language Models12 Nov 2025
- 2025NaviSense: A Multimodal Assistive Mobile application for Object Retrieval by Persons with Visual Impairment23 Sep 2025
- 2025StreetReaderAI: Making Street View Accessible Using Context-Aware Multimodal AI11 Aug 2025
- 2025Probing the Gaps in ChatGPT Live Video Chat for Real-World Assistance for People who are Blind or Visually Impaired5 Aug 2025
- 2025Surfacing Variations to Calibrate Perceived Reliability of MLLM-generated Image Descriptions21 Jul 2025
- 2025More than One Step at a Time: Designing Procedural Feedback for Non-visual Makeup Routines5 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
- 2025GamerAstra: Supporting 2D Non-Twitch Video Games for Blind and Low-Vision Players through a Multi-Agent Framework28 Jun 2025
- 2025Bridging Perspectives: A Survey on Cross-view Collaborative Intelligence with Egocentric-Exocentric Vision6 Jun 2025
- 2025Vid2Coach: Transforming How-To Videos into Task Assistants31 May 2025
- 2024ObjectFinder: An Open-Vocabulary Assistive System for Interactive Object Search by Blind People4 Dec 2024
- 2024Audio Description Generation in the Era of LLMs and VLMs: A Review of Transferable Generative AI Technologies11 Oct 2024
- 2026VisionClaw: Always-On AI Agents through Smart Glassescited by 5
- 2025GamerAstra: Supporting 2D Non-Twitch Video Games for Blind and Low-Vision Players through a Multi-Agent Frameworkcited by 0
- 2026Sidekick: Designing Communication for Effective Multitasking with Computer Use Agentscited by 0
- 2026RoboFind: Multi-Agent Personalized Object Search for People Who Are Blind or Have Low Visioncited by 0
- 2026RoboFind: Multi-Agent Personalized Object Search for People Who Are Blind or Have Low Vision17 Sep 2026
- 2026Sidekick: Designing Communication for Effective Multitasking with Computer Use Agents20 Jul 2026
- 2026VisionClaw: Always-On AI Agents through Smart Glasses3 Apr 2026
- 2025GamerAstra: Supporting 2D Non-Twitch Video Games for Blind and Low-Vision Players through a Multi-Agent Framework28 Jun 2025
- 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
- 2026How Multimodal Large Language Models Support Access to Visual Information: A Diary Study With Blind and Low Vision Peoplecited by 3
- 2025Probing the Gaps in ChatGPT Live Video Chat for Real-World Assistance for People who are Blind or Visually Impairedcited by 2
- 2026How Multimodal Large Language Models Support Access to Visual Information: A Diary Study With Blind and Low Vision People13 Feb 2026
- 2025"It's trained by non-disabled people": Evaluating How Image Quality Affects Product Captioning with Vision-Language Models12 Nov 2025
- 2025Probing the Gaps in ChatGPT Live Video Chat for Real-World Assistance for People who are Blind or Visually Impaired5 Aug 2025
- 2025Surfacing Variations to Calibrate Perceived Reliability of MLLM-generated Image Descriptions21 Jul 2025
- 2025Vid2Coach: Transforming How-To Videos into Task Assistantscited by 12
- 2025Bridging Perspectives: A Survey on Cross-view Collaborative Intelligence with Egocentric-Exocentric Visioncited by 8
- 2025"Before, I Asked My Mom, Now I Ask ChatGPT": Visual Privacy Management with Generative AI for Blind and Low-Vision Peoplecited by 6
- 2024ObjectFinder: An Open-Vocabulary Assistive System for Interactive Object Search by Blind Peoplecited by 5
- 2025StreetReaderAI: Making Street View Accessible Using Context-Aware Multimodal AIcited by 5
- 2024Audio Description Generation in the Era of LLMs and VLMs: A Review of Transferable Generative AI Technologiescited by 4
- 2026SpeechLess: Micro-utterance with Personalized Spatial Memory-aware Assistant in Everyday Augmented Realitycited by 3
- 2025More than One Step at a Time: Designing Procedural Feedback for Non-visual Makeup Routinescited by 2
- 2025NaviSense: A Multimodal Assistive Mobile application for Object Retrieval by Persons with Visual Impairmentcited by 2
- 2026Say It My Way: Exploring Control in Conversational Visual Question Answering with Blind Userscited by 2
- 2026Memento: Towards Proactive Visualization of Everyday Memories with Personal Wearable AR Assistantcited 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 18 All 18 (JSON)
- 2026Generative Tutorial: Towards Live Contextualized Visual Instructions for Physical Tasks21 Sep 2026
- 2026Touvigation: Embodied Adaptive Object Acquisition for Blind and Low-Vision Users in Unfamiliar Indoor Environments18 Sep 2026
- 2026Time-Aware Assistive Navigation4 Sep 2026
- 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
- 2026Say It My Way: Exploring Control in Conversational Visual Question Answering with Blind Users18 Feb 2026
- 2026SpeechLess: Micro-utterance with Personalized Spatial Memory-aware Assistant in Everyday Augmented Reality31 Jan 2026
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- 2025Prompt-to-Parts: Generative AI for Physical Assembly and Scalable Instructions10 Dec 2025
- 2025NaviSense: A Multimodal Assistive Mobile application for Object Retrieval by Persons with Visual Impairment23 Sep 2025
- 2025StreetReaderAI: Making Street View Accessible Using Context-Aware Multimodal AI11 Aug 2025
12 newest of 18 All 18 (JSON)