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This research paper addresses the limitations of current mobile accessibility services like TalkBack, which provide manual gesture-based sequential feedback to BVI users. Motivated by the promise of large language models (LLMs), this paper…

Human-Computer Interaction · Computer Science 2026-05-12 Joshua Owusu Ansah , Anuj Kapoor , Ayush Khanna , Manvika Vinod , Precious Njeck , Shuai Gao

Video descriptions are crucial for blind and low vision (BLV) users to access visual content. However, current artificial intelligence models for generating descriptions often fall short due to limitations in the quality of human…

Computer Vision and Pattern Recognition · Computer Science 2025-03-03 Chaoyu Li , Sid Padmanabhuni , Maryam Cheema , Hasti Seifi , Pooyan Fazli

Equal access to digital technologies is critical for education, employment, and social participation. However, mainstream interfaces are visually oriented, creating steep learning curves and frequent obstacles for screen reader users, and…

Human-Computer Interaction · Computer Science 2026-01-27 Nan Chen , Jing Lu , Zilong Wang , Luna K. Qiu , Siming Chen , Yuqing Yang

Language-goal aerial navigation requires UAVs to localize targets in the complex outdoors, such as urban blocks based on textual instructions. The indoor methods are often hard to scale to urban scenes due to ambiguous objects, limited…

Robotics · Computer Science 2026-03-10 Haotian Xu , Yue Hu , Chen Gao , Zhengqiu Zhu , Yong Zhao , Yong Li , Quanjun Yin

While numerous recent benchmarks focus on evaluating generic Vision-Language Models (VLMs), they do not effectively address the specific challenges of geospatial applications. Generic VLM benchmarks are not designed to handle the…

Computer Vision and Pattern Recognition · Computer Science 2025-03-14 Muhammad Sohail Danish , Muhammad Akhtar Munir , Syed Roshaan Ali Shah , Kartik Kuckreja , Fahad Shahbaz Khan , Paolo Fraccaro , Alexandre Lacoste , Salman Khan

Powered by the emerging large language models (LLMs), autonomous geographic information systems (GIS) agents have the potential to accomplish spatial analyses and cartographic tasks. However, a research gap exists to support fully…

Information Retrieval · Computer Science 2024-08-09 Huan Ning , Zhenlong Li , Temitope Akinboyewa , M. Naser Lessani

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…

Human-Computer Interaction · Computer Science 2025-02-19 Xingyu "Bruce" Liu , Ruolin Wang , Dingzeyu Li , Xiang 'Anthony' Chen , Amy Pavel

The majority of scientific papers are distributed in PDF, which pose challenges for accessibility, especially for blind and low vision (BLV) readers. We characterize the scope of this problem by assessing the accessibility of 11,397 PDFs…

Visually Impaired Assistance (VIA) aims to automatically help the visually impaired (VI) handle daily activities. The advancement of VIA primarily depends on developments in Computer Vision (CV) and Natural Language Processing (NLP), both…

Computation and Language · Computer Science 2024-02-13 Yi Zhao , Yilin Zhang , Rong Xiang , Jing Li , Hillming Li

Multimodal reasoning is a process of understanding, integrating and inferring information across different data modalities. It has recently attracted surging academic attention as a benchmark for Artificial Intelligence (AI). Although there…

Computation and Language · Computer Science 2025-09-16 Fenghua Cheng , Jinxiang Wang , Sen Wang , Zi Huang , Xue Li

Vision-Language-Action (VLA) models have emerged as a promising approach for enabling robots to follow language instructions and predict corresponding actions. However, current VLA models mainly rely on 2D visual inputs, neglecting the rich…

Robotics · Computer Science 2025-08-14 Lin Sun , Bin Xie , Yingfei Liu , Hao Shi , Tiancai Wang , Jiale Cao

The advent of generative AI exemplified by large language models (LLMs) opens new ways to represent and compute geographic information and transcends the process of geographic knowledge production, driving geographic information systems…

Segmentation models can recognize a pre-defined set of objects in images. However, models that can reason over complex user queries that implicitly refer to multiple objects of interest are still in their infancy. Recent advances in…

Artificial Intelligence · Computer Science 2025-05-06 Jerome Quenum , Wen-Han Hsieh , Tsung-Han Wu , Ritwik Gupta , Trevor Darrell , David M. Chan

Recent advances in Generative AI have transformed how users interact with data analysis through natural language interfaces. However, many systems rely too heavily on LLMs, creating risks of hallucination, opaque reasoning, and reduced user…

Human-Computer Interaction · Computer Science 2025-09-04 Ratanond Koonchanok , Alex Kale , Khairi Reda

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,…

Human-Computer Interaction · Computer Science 2023-07-24 Mina Huh , Yi-Hao Peng , Amy Pavel

Combining conversational AI with refreshable tactile displays (RTDs) offers significant potential for creating accessible data visualization for people who are blind or have low vision (BLV). To support researchers and developers building…

Human-Computer Interaction · Computer Science 2026-02-18 Samuel Reinders , Munazza Zaib , Matthew Butler , Bongshin Lee , Ingrid Zukerman , Lizhen Qu , Kim Marriott

Large language models (LLMs) are being used in data science code generation tasks, but they often struggle with complex sequential tasks, leading to logical errors. Their application to geospatial data processing is particularly challenging…

Computers and Society · Computer Science 2024-10-28 Yuxing Chen , Weijie Wang , Sylvain Lobry , Camille Kurtz

Automated analysis of vast Earth observation data via interactive Vision-Language Models (VLMs) can unlock new opportunities for environmental monitoring, disaster response, and {resource management}. Existing generic VLMs do not perform…

Visual Question-Answering (VQA) has become key to user experience, particularly after improved generalization capabilities of Vision-Language Models (VLMs). But evaluating VLMs for an application requirement using a standardized framework…

Computer Vision and Pattern Recognition · Computer Science 2024-12-13 Neelabh Sinha , Vinija Jain , Aman Chadha

This paper introduces the Text-to-TrajVis task, which aims to transform natural language questions into trajectory data visualizations, facilitating the development of natural language interfaces for trajectory visualization systems. As…

Computation and Language · Computer Science 2025-04-24 Tian Bai , Huiyan Ying , Kailong Suo , Junqiu Wei , Tao Fan , Yuanfeng Song