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Purpose: Autonomous vehicles (AVs) are becoming a promising transportation solution for blind and low-vision (BLV) travelers, offering the potential for greater independent mobility. This paper explores the information needs of BLV users…

VLA architectures that pair a pretrained VLM with a flow-matching action expert have emerged as a strong paradigm for language-conditioned manipulation. Yet the VLM, optimized for semantic abstraction and typically conditioned on static…

Computer Vision and Pattern Recognition · Computer Science 2026-03-16 Zezhou Zhang , Songxin Zhang , Xiao Xiong , Junjie Zhang , Zejian Xie , Jingyi Xi , Zunyao Mao , Zan Mao , Zhixin Mai , Zhuoyang Song , Jiaxing Zhang

Visual question answering (VQA) is the task of answering questions about an image. The task assumes an understanding of both the image and the question to provide a natural language answer. VQA has gained popularity in recent years due to…

Computer Vision and Pattern Recognition · Computer Science 2023-11-01 Deepanway Ghosal , Navonil Majumder , Roy Ka-Wei Lee , Rada Mihalcea , Soujanya Poria

Visual Spatial Description (VSD) aims to generate texts that describe the spatial relationships between objects within images. Traditional visual spatial relationship classification (VSRC) methods typically output the spatial relationship…

Computer Vision and Pattern Recognition · Computer Science 2024-10-31 Yizhang Jin , Jian Li , Jiangning Zhang , Jianlong Hu , Zhenye Gan , Xin Tan , Yong Liu , Yabiao Wang , Chengjie Wang , Lizhuang Ma

Blind Image Quality Assessment (BIQA) aims to develop methods that estimate the quality scores of images in the absence of a reference image. In this paper, we approach BIQA from a distortion identification perspective, where our primary…

Computer Vision and Pattern Recognition · Computer Science 2024-09-12 Sepehr Kazemi Ranjbar , Emad Fatemizadeh

This paper introduces VIVRA (Voice Interactive Virtual Reality Annotation), a VR application combining multimodal interaction with large language models (LLMs) to transform users' ideas into interactive 3D visualizations. VIVRA converts…

Human-Computer Interaction · Computer Science 2024-09-24 Yunhao Xing , Jerrick Ban , Timothy D. Hubbard , Michael Villano , Diego Gomez-Zara

Recent efforts in video reasoning segmentation (VRS) integrate large language models (LLMs) with perception models to localize and track objects via textual instructions, achieving barely satisfactory results in simple scenarios. However,…

Computer Vision and Pattern Recognition · Computer Science 2025-03-18 Rongkun Zheng , Lu Qi , Xi Chen , Yi Wang , Kun Wang , Yu Qiao , Hengshuang Zhao

Video Quality Assessment (VQA) aims to simulate the process of perceiving video quality by the human visual system (HVS). The judgments made by HVS are always influenced by human subjective feelings. However, most of the current VQA…

Computer Vision and Pattern Recognition · Computer Science 2023-11-14 Yachun Mi , Yu Li , Yan Shu , Chen Hui , Puchao Zhou , Shaohui Liu

Current large multimodal models (LMMs) face significant challenges in processing and comprehending long-duration or high-resolution videos, which is mainly due to the lack of high-quality datasets. To address this issue from a data-centric…

Computer Vision and Pattern Recognition · Computer Science 2024-12-03 Weiming Ren , Huan Yang , Jie Min , Cong Wei , Wenhu Chen

Many fine-grained classification tasks, like rare animal identification, have limited training data and consequently classifiers trained on these datasets often fail to generalize to variations in the domain like changes in weather or…

Computer Vision and Pattern Recognition · Computer Science 2023-10-31 Lisa Dunlap , Alyssa Umino , Han Zhang , Jiezhi Yang , Joseph E. Gonzalez , Trevor Darrell

Voice User Interfaces (VUIs) owing to recent developments in Artificial Intelligence (AI) and Natural Language Processing (NLP), are becoming increasingly intuitive and functional. They are especially promising for older adults, also with…

Human-Computer Interaction · Computer Science 2021-01-01 Anna Jaskulska , Kinga Skorupska , Barbara Karpowicz , Cezary Biele , Jarosław Kowalski , Wiesław Kopeć

BIQA (Blind Image Quality Assessment) is an important field of study that evaluates images automatically. Although significant progress has been made, blind image quality assessment remains a difficult task since images vary in content and…

Computer Vision and Pattern Recognition · Computer Science 2024-10-10 Muhammad Azeem Aslam , Xu Wei , Hassan Khalid , Nisar Ahmed , Zhu Shuangtong , Xin Liu , Yimei Xu

Assistive technologies for people with visual impairments (PVI) have made significant advancements, particularly with the integration of artificial intelligence (AI) and real-time sensor technologies. However, current solutions often…

Human-Computer Interaction · Computer Science 2024-10-08 He Zhang , Nicholas J. Falletta , Jingyi Xie , Rui Yu , Sooyeon Lee , Syed Masum Billah , John M. Carroll

Despite the growth of e-commerce, brick-and-mortar stores are still the preferred destinations for many people. In this paper, we present ISA, a mobile-based intelligent shopping assistant that is designed to improve shopping experience in…

Computation and Language · Computer Science 2020-09-24 Tuan Manh Lai , Trung Bui , Nedim Lipka

Voice assistants have become ubiquitous in smart devices allowing users to instantly access information via voice questions. While extensive research has been conducted in question answering for voice search, little attention has been paid…

Computation and Language · Computer Science 2024-04-10 Besnik Fetahu , Nachshon Cohen , Elad Haramaty , Liane Lewin-Eytan , Oleg Rokhlenko , Shervin Malmasi

Blind and visually impaired (BVI) students face significant challenges in traditional educational settings. While screen readers and braille materials offer some accessibility, they often lack interactivity and real-time adaptability to…

Computers and Society · Computer Science 2025-04-25 Crystal Yang , Paul Taele

While videos have become increasingly prevalent in delivering information across different educational and professional contexts, individuals with ADHD often face attention challenges when watching informational videos due to the dynamic,…

Human-Computer Interaction · Computer Science 2025-11-25 Hanxiu 'Hazel' Zhu , Ruijia Chen , Yuhang Zhao

Recent advancements in adapting vision-language pre-training models like CLIP for person re-identification (ReID) tasks often rely on complex adapter design or modality-specific tuning while neglecting cross-modal interaction, leading to…

Computer Vision and Pattern Recognition · Computer Science 2025-07-02 Yunfei Xie , Yuxuan Cheng , Juncheng Wu , Haoyu Zhang , Yuyin Zhou , Shoudong Han

Visual Planning for Assistance (VPA) aims to predict a sequence of user actions required to achieve a specified goal based on a video showing the user's progress. Although recent advances in multimodal large language models (MLLMs) have…

Computer Vision and Pattern Recognition · Computer Science 2025-07-22 Ce Zhang , Yale Song , Ruta Desai , Michael Louis Iuzzolino , Joseph Tighe , Gedas Bertasius , Satwik Kottur

The exponential growth of popularity of multimedia has led to needs for user-centric adaptive applications that manage multimedia content more effectively. Implicit analysis, which examines users' perceptual experience of multimedia by…

Human-Computer Interaction · Computer Science 2018-09-13 Seong-Eun Moon , Jong-Seok Lee