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The development of large vision-language models (LVLMs) offers the potential to address challenges faced by traditional multimodal recommendations thanks to their proficient understanding of static images and textual dynamics. However, the…

Artificial Intelligence · Computer Science 2024-02-14 Yuqing Liu , Yu Wang , Lichao Sun , Philip S. Yu

Recent advancements in multimodal large language models have driven breakthroughs in visual question answering. Yet, a critical gap persists, `conceptualization'-the ability to recognize and reason about the same concept despite variations…

Computer Vision and Pattern Recognition · Computer Science 2025-06-09 Zahra Babaiee , Peyman M. Kiasari , Daniela Rus , Radu Grosu

Large Language Models (LLMs) are transforming Conversational Visual Analytics (CVA) by enabling data analysis through natural language. However, evaluating LLMs for CVA remains a challenge: requiring programming expertise, overlooking…

Human-Computer Interaction · Computer Science 2026-03-09 Srishti Palani , Vidya Setlur

Volumetric medical imaging technologies produce detailed 3D representations of anatomical structures. However, effective medical data visualization and exploration pose significant challenges, especially for individuals with limited medical…

Human-Computer Interaction · Computer Science 2025-07-01 Qixuan Liu , Shi Qiu , Yinqiao Wang , Xiwen Wu , Kenneth Siu Ho Chok , Chi-Wing Fu , Pheng-Ann Heng

As virtual reality (VR) technologies have improved in the past decade, more research has investigated how they could support more effective communication in various contexts to improve collaboration and social connectedness. However, there…

Human-Computer Interaction · Computer Science 2022-10-05 Xiaoying Wei , Xiaofu Jin , Mingming Fan

Mixed reality platforms allow users to create virtual environments, yet novice users struggle with both ideation and execution in spatial design. While existing AI models can automatically generate scenes based on user prompts, the lack of…

Human-Computer Interaction · Computer Science 2025-08-05 Zhuangze Hou , Jingze Tian , Nianlong Li , Farong Ren , Can Liu

The application of Virtual Reality Environments (VRE) has been gaining momentum as a relatively new tool to assist with mitigating various difficulties including abstractness of concepts, lack of user engagement, perception of disconnection…

Human-Computer Interaction · Computer Science 2024-11-26 Ourania Koutzampasopoulou Xanthidou , Nadine Aburumman , Hanêne Ben-Abdallah

While virtual reality (VR) excels at simulating physical environments, its effectiveness for training complex interpersonal skills is limited by a lack of psychologically plausible virtual humans. This gap is particularly critical in…

Interactive lenses are useful tools for supporting the analysis of data in different ways. Most existing lenses are designed for 2D visualization and are operated using standard mouse and keyboard interaction. On the other hand, research on…

Graphics · Computer Science 2020-09-08 Sven Kluge , Stefan Gladisch , Uwe Freiherr von Lukas , Oliver Staadt , Christian Tominski

Purpose: Preliminarily evaluate the feasibility and efficacy of using meditative virtual reality (VR) to improve the hospital experience of intensive care unit (ICU) patients. Methods: Effects of VR were examined in a non-randomized,…

Human-Computer Interaction · Computer Science 2019-10-10 Triton Ong , Matthew Ruppert , Parisa Rashidi , Tezcan Ozrazgat-Baslanti , Azra Bihorac , Marko Suvajdzic

Interactive recommendation is a typical information-seeking task that allows users to interactively express their needs through natural language and obtain personalized recommendations. Large language model-powered (LLM-powered) agents have…

Computation and Language · Computer Science 2025-07-01 Haocheng Yu , Yaxiong Wu , Hao Wang , Wei Guo , Yong Liu , Yawen Li , Yuyang Ye , Junping Du , Enhong Chen

Virtual Reality (VR) has recently gained traction with many new and ever more affordable devices being released. The increase in popularity of this paradigm of interaction has given birth to new applications and has attracted casual…

Human-Computer Interaction · Computer Science 2024-05-07 Rafael Kuffner dos Anjos , João Madeiras Pereira

Effective visual accessibility in Virtual Reality (VR) is crucial for Blind and Low Vision (BLV) users. However, designing visual accessibility systems is challenging due to the complexity of 3D VR environments and the need for techniques…

Human-Computer Interaction · Computer Science 2025-02-07 Junlong Chen , Rosella P. Galindo Esparza , Vanja Garaj , Per Ola Kristensson , John Dudley

Breakthroughs in transformer-based models have revolutionized not only the NLP field, but also vision and multimodal systems. However, although visualization and interpretability tools have become available for NLP models, internal…

Computer Vision and Pattern Recognition · Computer Science 2022-08-24 Estelle Aflalo , Meng Du , Shao-Yen Tseng , Yongfei Liu , Chenfei Wu , Nan Duan , Vasudev Lal

Despite impressive advancements in recent multimodal reasoning approaches, they are still limited in flexibility and efficiency, as these models typically process only a few fixed modality inputs and require updates to numerous parameters.…

Computer Vision and Pattern Recognition · Computer Science 2025-03-21 Shoubin Yu , Jaehong Yoon , Mohit Bansal

Multimodal large language models (MLLMs) are changing how Blind and Low Vision (BLV) people access visual information. Unlike traditional visual interpretation tools that only provide descriptions, MLLM-enabled applications offer…

Human-Computer Interaction · Computer Science 2026-02-20 Ricardo E. Gonzalez Penuela , Crescentia Jung , Sharon Y Lin , Ruiying Hu , Shiri Azenkot

For over half a century, the computer mouse has been the primary tool for interacting with digital data, yet it remains a limiting factor in exploring complex, multi-scale scientific images. Traditional 2D visualization methods hinder…

We demonstrate ViDA-MAN, a digital-human agent for multi-modal interaction, which offers realtime audio-visual responses to instant speech inquiries. Compared to traditional text or voice-based system, ViDA-MAN offers human-like…

Computer Vision and Pattern Recognition · Computer Science 2021-10-27 Tong Shen , Jiawei Zuo , Fan Shi , Jin Zhang , Liqin Jiang , Meng Chen , Zhengchen Zhang , Wei Zhang , Xiaodong He , Tao Mei

This study explores the use of virtual reality (VR) as an innovative tool to enhance awareness, acceptance, and understanding of accessibility for persons with vision loss (VL). Through a VR-based workshop developed in collaboration with…

Human-Computer Interaction · Computer Science 2024-11-27 F. S. Ricci , C. K. Ukegbu , A. Krassner , S. Hazarika , J. White , M. Porfiri , J. R. Rizzo

Many Vision-Language-Action (VLA) models flatten image patches into a 1D token sequence, weakening the 2D spatial cues needed for precise manipulation. We introduce IVRA, a lightweight, training-free method that improves spatial…

Robotics · Computer Science 2026-01-23 Jongwoo Park , Kanchana Ranasinghe , Jinhyeok Jang , Cristina Mata , Yoo Sung Jang , Michael S Ryoo