Human–AI Collaboration for Remote Sighted Assistance: Perspectives from the LLM Era

IF 4.7 Q2 MATERIALS SCIENCE, BIOMATERIALS ACS Applied Bio Materials Pub Date : 2024-07-18 DOI:10.3390/fi16070254
Rui Yu, Sooyeon Lee, Jingyi Xie, Syed Masum Billah, John M. Carroll
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Abstract

Remote sighted assistance (RSA) has emerged as a conversational technology aiding people with visual impairments (VI) through real-time video chat communication with sighted agents. We conducted a literature review and interviewed 12 RSA users to understand the technical and navigational challenges faced by both agents and users. The technical challenges were categorized into four groups: agents’ difficulties in orienting and localizing users, acquiring and interpreting users’ surroundings and obstacles, delivering information specific to user situations, and coping with poor network connections. We also presented 15 real-world navigational challenges, including 8 outdoor and 7 indoor scenarios. Given the spatial and visual nature of these challenges, we identified relevant computer vision problems that could potentially provide solutions. We then formulated 10 emerging problems that neither human agents nor computer vision can fully address alone. For each emerging problem, we discussed solutions grounded in human–AI collaboration. Additionally, with the advent of large language models (LLMs), we outlined how RSA can integrate with LLMs within a human–AI collaborative framework, envisioning the future of visual prosthetics.
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远程视觉辅助的人机协作:法律硕士时代的视角
远程视力援助(RSA)是一种通过与视力正常的代理进行实时视频聊天交流来帮助视力障碍者(VI)的对话技术。我们进行了文献综述,并采访了 12 位 RSA 用户,以了解代理和用户在技术和导航方面面临的挑战。技术挑战分为四类:代理在确定用户方向和位置、获取和解释用户周围环境和障碍物、根据用户情况提供特定信息以及应对网络连接不畅方面的困难。我们还提出了 15 个真实世界的导航挑战,包括 8 个室外场景和 7 个室内场景。鉴于这些挑战的空间和视觉性质,我们确定了有可能提供解决方案的相关计算机视觉问题。然后,我们提出了 10 个人类代理和计算机视觉都无法单独完全解决的新问题。对于每个新出现的问题,我们都讨论了基于人机协作的解决方案。此外,随着大型语言模型(LLM)的出现,我们概述了 RSA 如何在人类-人工智能协作框架内与 LLM 相结合,并展望了视觉假肢的未来。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
期刊介绍: ACS Applied Bio Materials is an interdisciplinary journal publishing original research covering all aspects of biomaterials and biointerfaces including and beyond the traditional biosensing, biomedical and therapeutic applications. The journal is devoted to reports of new and original experimental and theoretical research of an applied nature that integrates knowledge in the areas of materials, engineering, physics, bioscience, and chemistry into important bio applications. The journal is specifically interested in work that addresses the relationship between structure and function and assesses the stability and degradation of materials under relevant environmental and biological conditions.
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