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The fundamental goal of Information Retrieval (IR) systems lies in their capacity to effectively satisfy human information needs - a challenge that encompasses not just the technical delivery of information, but the nuanced understanding of…

Information Retrieval · Computer Science 2025-04-15 Yashar Moshfeghi , Niall McGuire

In this paper, we introduce a new problem, Online-MMSI, where the model must perform multimodal social interaction understanding (MMSI) using only historical information. Given a recorded video and a multi-party dialogue, the AI assistant…

Computer Vision and Pattern Recognition · Computer Science 2026-04-02 Xinpeng Li , Shijian Deng , Bolin Lai , Weiguo Pian , James M. Rehg , Yapeng Tian

Text-rich visual understanding-the ability to process environments where dense textual content is integrated with visuals-is crucial for multimodal large language models (MLLMs) to interact effectively with structured environments. To…

Computer Vision and Pattern Recognition · Computer Science 2024-11-07 Junpeng Liu , Tianyue Ou , Yifan Song , Yuxiao Qu , Wai Lam , Chenyan Xiong , Wenhu Chen , Graham Neubig , Xiang Yue

In an era where user interaction with technology is ubiquitous, the importance of user interface (UI) design cannot be overstated. A well-designed UI not only enhances usability but also fosters more natural, intuitive, and emotionally…

Human-Computer Interaction · Computer Science 2024-11-12 Shiyu Duan , Ziyi Wang , Shixiao Wang , Mengmeng Chen , Runsheng Zhang

In mixed traffic environments that involve conventional vehicles (CVs) and autonomous vehicles (AVs), it is crucial for CV drivers to maintain an appropriate level of situation awareness to ensure safe and efficient interactions with AVs.…

Human-Computer Interaction · Computer Science 2023-05-30 Lilit Avetisyan , Aditya Deshmukh , X. Jessie Yang , Feng Zhou

Human-machine interaction has been around for several decades now, with new applications emerging every day. One of the major goals that remain to be achieved is designing an interaction similar to how a human interacts with another human.…

Human-Computer Interaction · Computer Science 2022-12-27 Tauheed Khan Mohd , Nicole Nguyen , Ahmad Y Javaid

Multimodal sentiment analysis aims to recognize people's attitudes from multiple communication channels such as verbal content (i.e., text), voice, and facial expressions. It has become a vibrant and important research topic in natural…

Machine Learning · Computer Science 2022-02-23 Xingbo Wang , Jianben He , Zhihua Jin , Muqiao Yang , Yong Wang , Huamin Qu

A chief goal of artificial intelligence is to build machines that think like people. Yet it has been argued that deep neural network architectures fail to accomplish this. Researchers have asserted these models' limitations in the domains…

Machine Learning · Computer Science 2024-08-09 Luca M. Schulze Buschoff , Elif Akata , Matthias Bethge , Eric Schulz

AI agents operating on user interfaces must understand how interfaces communicate state and feedback to act reliably. As a core communicative modality, animations are increasingly used in modern interfaces, serving critical functional…

Human-Computer Interaction · Computer Science 2026-04-30 Chen Liang , Xirui Jiang , Naihao Deng , Eytan Adar , Anhong Guo

While Multimodal Large Language Models (MLLMs) show immense promise for achieving truly human-like interactions, progress is hindered by the lack of fine-grained evaluation frameworks for human-centered scenarios, encompassing both the…

Computer Vision and Pattern Recognition · Computer Science 2025-12-16 Zheng Qin , Ruobing Zheng , Yabing Wang , Tianqi Li , Yi Yuan , Jingdong Chen , Le Wang

Multiple-view (MV) visualization provides a comprehensive and integrated perspective on complex data, establishing itself as an effective method for visual communication and exploratory data analysis. While existing studies have…

Human-Computer Interaction · Computer Science 2025-11-17 Yihan Hou , Yilin Ye , Liangwei Wang , Huamin Qu , Wei Zeng

Current research on visual analytics systems largely follows the research paradigm of interactive system design in the field of Human-Computer Interaction (HCI), and includes key methodologies including design requirement development based…

Human-Computer Interaction · Computer Science 2026-03-02 Xiaolong Zhang

Multimodal large language models (MLLMs) have been integrated into visual interpretation applications to support Blind and Low Vision (BLV) users because of their accuracy and ability to provide rich, human-like interpretations. However,…

Computer Vision and Pattern Recognition · Computer Science 2025-10-03 Ricardo Gonzalez Penuela , Felipe Arias-Russi , Victor Capriles

AI-driven multimodal interfaces have the potential to revolutionize industrial 3D CAD modeling by improving workflow efficiency and user experience. However, the integration of these technologies remains challenging due to software…

Human-Computer Interaction · Computer Science 2025-03-24 Jiin Choi , Yugyeong Jang , Kyung Hoon Hyun

Foundation models have indeed made a profound impact on various fields, emerging as pivotal components that significantly shape the capabilities of intelligent systems. In the context of intelligent vehicles, leveraging the power of…

Computer Vision and Pattern Recognition · Computer Science 2024-05-28 Sheng Luo , Wei Chen , Wanxin Tian , Rui Liu , Luanxuan Hou , Xiubao Zhang , Haifeng Shen , Ruiqi Wu , Shuyi Geng , Yi Zhou , Ling Shao , Yi Yang , Bojun Gao , Qun Li , Guobin Wu

Visual analytics (VA) systems have been widely used in various application domains. However, VA systems are complex in design, which imposes a serious problem: although the academic community constantly designs and implements new designs,…

Human-Computer Interaction · Computer Science 2024-02-27 Lu Ying , Aoyu Wu , Haotian Li , Zikun Deng , Ji Lan , Jiang Wu , Yong Wang , Huamin Qu , Dazhen Deng , Yingcai Wu

While significant advancements in artificial intelligence (AI) have catalyzed progress across various domains, its full potential in understanding visual perception remains underexplored. We propose an artificial neural network dubbed…

Computer Vision and Pattern Recognition · Computer Science 2023-09-27 Ruixing Liang , Xiangyu Zhang , Qiong Li , Lai Wei , Hexin Liu , Avisha Kumar , Kelley M. Kempski Leadingham , Joshua Punnoose , Leibny Paola Garcia , Amir Manbachi

Multi-modal AI systems will likely become a ubiquitous presence in our everyday lives. A promising approach to making these systems more interactive is to embody them as agents within physical and virtual environments. At present, systems…

Audio-Visual Intelligence (AVI) has emerged as a central frontier in artificial intelligence, bridging auditory and visual modalities to enable machines that can perceive, generate, and interact in the multimodal real world. In the era of…

Computer Vision and Pattern Recognition · Computer Science 2026-05-06 You Qin , Kai Liu , Shengqiong Wu , Kai Wang , Shijian Deng , Yapeng Tian , Junbin Xiao , Yazhou Xing , Yinghao Ma , Bobo Li , Roger Zimmermann , Lei Cui , Furu Wei , Jiebo Luo , Hao Fei

The digital realm has witnessed the rise of various search modalities, among which the Image-Based Conversational Search System stands out. This research delves into the design, implementation, and evaluation of this specific system,…

Information Retrieval · Computer Science 2024-04-01 Yue Zheng , Lei Yu , Junmian Chen , Tianyu Xia , Yuanyuan Yin , Shan Wang , Haiming Liu