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Real-time human perception is crucial for effective human-robot interaction (HRI). Large vision-language models (VLMs) offer promising generalizable perceptual capabilities but often suffer from high latency, which negatively impacts user…

In robotics, Vision-Language-Action (VLA) models that integrate diverse multimodal signals from multi-view inputs have emerged as an effective approach. However, most prior work adopts static fusion that processes all visual inputs…

Robotics · Computer Science 2026-02-18 Young-Chae Son , Jung-Woo Lee , Yoon-Ji Choi , Dae-Kwan Ko , Soo-Chul Lim

In modern urban environments, camera networks generate massive amounts of operational footage -- reaching petabytes each day -- making scalable video analytics essential for efficient processing. Many existing approaches adopt an SQL-based…

Computer Vision and Pattern Recognition · Computer Science 2025-08-05 Yanrui Yu , Tianfei Zhou , Jiaxin Sun , Lianpeng Qiao , Lizhong Ding , Ye Yuan , Guoren Wang

Vision-Language-Action (VLA) models typically map visual observations and linguistic instructions directly to control signals. This "black-box" mapping forces a single forward pass to simultaneously handle instruction interpretation,…

Robotics · Computer Science 2026-05-12 Zixuan Wang , Yuxin Chen , Yuqi Liu , Jinhui Ye , Pengguang Chen , Changsheng Lu , Shu Liu , Bei Yu , Jiaya Jia

A cluster of research in Affective Computing suggests that it is possible to infer some characteristics of users' affective states by analyzing their electrophysiological activity in real-time. However, it is not clear how to use the…

Human-Computer Interaction · Computer Science 2022-11-22 Andres Pinilla , Jaime Garcia , William Raffe , Jan-Niklas Voigt-Antons , Robert Spang , Sebastian Möller

As HPC systems grow in complexity, efficient and manageable operation is increasingly critical. Many centers are thus starting to explore the use of Operational Data Analytics (ODA) techniques, which extract knowledge from massive amounts…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-06-29 Alessio Netti , Michael Ott , Carla Guillen , Daniele Tafani , Martin Schulz

Instruction-based video editing aims to modify an input video according to a natural-language instruction while preserving content fidelity and temporal coherence. However, existing diffusion-based approaches are often trained on paired…

Computer Vision and Pattern Recognition · Computer Science 2025-12-19 Xiaoyan Cong , Haotian Yang , Angtian Wang , Yizhi Wang , Yiding Yang , Canyu Zhang , Chongyang Ma

Biomedical data harmonization is essential for enabling exploratory analyses and meta-studies, but the process of schema matching - identifying semantic correspondences between elements of disparate datasets (schemas) - remains a…

Human-Computer Interaction · Computer Science 2026-04-14 Eden Wu , Dishita G Turakhia , Guande Wu , Christos Koutras , Sarah Keegan , Wenke Liu , Beata Szeitz , David Fenyo , Cláudio T. Silva , Juliana Freire

Visual Question Answering (VQA) is an evolving research field aimed at enabling machines to answer questions about visual content by integrating image and language processing techniques such as feature extraction, object detection, text…

Computer Vision and Pattern Recognition · Computer Science 2025-01-14 Ngoc Dung Huynh , Mohamed Reda Bouadjenek , Sunil Aryal , Imran Razzak , Hakim Hacid

Robotic manipulation has seen rapid progress with vision-language-action (VLA) policies. However, visuo-tactile perception is critical for contact-rich manipulation, as tasks such as insertion are difficult to complete robustly using vision…

Medical Visual Question Answering (Med-VQA) answers clinical questions using medical images, aiding diagnosis. Designing the MedVQA system holds profound importance in assisting clinical diagnosis and enhancing diagnostic accuracy. Building…

Computer Vision and Pattern Recognition · Computer Science 2025-04-11 Junkai Zhang , Bin Li , Shoujun Zhou , Yue Du

Understanding human behavior and monitoring mental health are essential to maintaining the community and society's safety. As there has been an increase in mental health problems during the COVID-19 pandemic due to uncontrolled mental…

Audio and Speech Processing · Electrical Eng. & Systems 2022-10-28 Nelly Elsayed , Zag ElSayed , Navid Asadizanjani , Murat Ozer , Ahmed Abdelgawad , Magdy Bayoumi

While Multimodal Large Language Models (MLLMs) excel at general vision-language tasks, visuospatial cognition - reasoning about spatial layouts, relations, and dynamics - remains a significant challenge. Existing models often lack the…

Computer Vision and Pattern Recognition · Computer Science 2025-09-10 Qi Feng

The increasing integration of artificial intelligence (AI) in visual analytics (VA) tools raises vital questions about the behavior of users, their trust, and the potential of induced biases when provided with guidance during data…

Human-Computer Interaction · Computer Science 2024-04-24 Sunwoo Ha , Shayan Monadjemi , Alvitta Ottley

Recent years have witnessed the rapid development and wide adoption of immersive head-mounted devices, such as HTC VIVE, Oculus Rift, and Microsoft HoloLens. These immersive devices have the potential to significantly extend the methodology…

Graphics · Computer Science 2023-10-10 Chen Zhu-Tian , Yifang Wang , Tianchen Sun , Xiang Gao , Wei Chen , Zhigeng Pan , Huamin Qu , Yingcai Wu

Vision-Language-Action (VLA) models have emerged as powerful generalist policies for robotic control, yet their performance scaling across model architectures and hardware platforms, as well as their associated power budgets, remain poorly…

Artificial Intelligence · Computer Science 2026-01-27 Amir Taherin , Juyi Lin , Arash Akbari , Arman Akbari , Pu Zhao , Weiwei Chen , David Kaeli , Yanzhi Wang

Vision-language-action (VLA) models trained on large-scale internet data and robot demonstrations have the potential to serve as generalist robot policies. However, despite their large-scale training, VLAs are often brittle to…

Robotics · Computer Science 2024-10-04 Asher J. Hancock , Allen Z. Ren , Anirudha Majumdar

Group awareness--the ability to perceive the activities of collaborators in a shared space--is a vital mechanism to support effective coordination and joint data analysis in collaborative visualization. We introduce collaborative…

Human-Computer Interaction · Computer Science 2025-09-22 Arvind Srinivasan , Niklas Elmqvist

Computer vision (CV) techniques try to mimic human capabilities of visual perception to support labor-intensive and time-consuming tasks like the recognition and localization of critical objects. Nowadays, CV increasingly relies on…

Computer Vision and Pattern Recognition · Computer Science 2021-04-26 Patrick Zschech , Jannis Walk , Kai Heinrich , Michael Vössing , Niklas Kühl

In this paper, we report the development of a model and a proof-of-concept visual text analytics (VTA) tool to enhance documentdiscovery in a problem-driven visualization research (PDVR) con-text. The proposed model captures the cognitive…

Human-Computer Interaction · Computer Science 2020-09-22 Alejandro Benito-Santos , Roberto Therón
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