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The advent of cyber-physical systems, such as robots and autonomous vehicles (AVs), brings new opportunities and challenges for the domain of interaction design. Though there is consensus about the value of human-centred development, there…

Human-Computer Interaction · Computer Science 2024-06-14 Marius Hoggenmuller , Martin Tomitsch , Callum Parker , Trung Thanh Nguyen , Dawei Zhou , Stewart Worrall , Eduardo Nebot

Multimodal large language models are increasingly expected to perform thinking with images, yet existing visual latent reasoning methods still rely on explicit textual chain-of-thought interleaved with visual latent tokens. This interleaved…

Computer Vision and Pattern Recognition · Computer Science 2026-05-13 Houcheng Jiang , Jiajun Fu , Junfeng Fang , Chen Gao , Xiang Wang , Xiangnan He , Yong Li

The study of complex many-body systems via analysis of the trajectories of the units that dynamically move and interact within them is a non-trivial task. The workflow for extracting meaningful information from the raw trajectory data is…

Materials Science · Physics 2025-10-31 Simone Martino , Matteo Becchi , Andrew Tarzia , Daniele Rapetti , Giovanni M. Pavan

We present TangibleGrid, a novel device that allows blind users to understand and design the layout of a web page with real-time tangible feedback. We conducted semi-structured interviews and a series of co-design sessions with blind users…

Human-Computer Interaction · Computer Science 2022-08-30 Jiasheng Li , Zeyu Yan , Ebrima Jarjue , Ashrith Shetty , Huaishu Peng

Data is everywhere but may not be accessible to everyone. Conventional data visualization tools and guidelines often do not actively consider the specific needs and abilities of people with Intellectual and Developmental Disabilities (IDD),…

Human-Computer Interaction · Computer Science 2023-03-13 Keke Wu , Michelle H Tran , Emma Petersen , Varsha Koushik , Danielle Albers Szafir

Multiple-view visualization (MV) has been heavily used in visual analysis tools for sensemaking of data in various domains (e.g., bioinformatics, cybersecurity and text analytics). One common task of visual analysis with multiple views is…

Human-Computer Interaction · Computer Science 2021-09-29 Maoyuan Sun , Abdul Rahman Shaikh , Hamed Alhoori , Jian Zhao

We present new language-based dynamic analysis techniques for linking visualisations and other structured outputs to data in a fine-grained way, allowing a user to interactively explore how data attributes map to visual or other output…

Programming Languages · Computer Science 2021-09-02 Roly Perera , Minh Nguyen , Tomas Petricek , Meng Wang

This paper proposes a visual analytics framework that addresses the complex user interactions required through a command-line interface to run analyses in distributed data analysis systems. The visual analytics framework facilitates the…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-11-12 Abdullah-Al-Raihan Nayeem , Mohammed Elshambakey , Todd Dobbs , Huikyo Lee , Daniel Crichton , Yimin Zhu , Chanachok Chokwitthaya , William J. Tolone , Isaac Cho

Blind and low-vision (BLV) employees in mixed-visual ability teams often encounter information (e.g., PDFs, diagrams) in inaccessible formats. To enable teamwork, teams must transform these representations by modifying or re-creating them…

Human-Computer Interaction · Computer Science 2026-01-30 Yichun Zhao , Miguel A. Nacenta , Mahadeo A. Sukhai , Sowmya Somanath

Expressive glyph visualizations provide a powerful and versatile means to represent complex multivariate data through compact visual encodings, but creating custom glyphs remains challenging due to the gap between design creativity and…

Human-Computer Interaction · Computer Science 2026-02-10 Can Liu , Shiwei Chen , Zhibang Jiang , Yong Wang

Medical diagnostic applications require models that can process multimodal medical inputs (images, patient histories, lab results) and generate diverse outputs including both textual reports and visual content (annotations, segmentation…

This paper introduces an open source platform to support the rapid development of computer vision applications at scale. The platform puts the efficient data development at the center of the machine learning development process, integrates…

Artificial Intelligence · Computer Science 2021-12-01 Phoenix X. Huang , Wenze Hu , William Brendel , Manmohan Chandraker , Li-Jia Li , Xiaoyu Wang

Biomedical research increasingly relies on heterogeneous, high-dimensional datasets, yet effective visualization remains hindered by fragmented code resources, steep programming barriers, and limited domain-specific guidance. Bizard is an…

Research touts universal participation through accessibility initiatives, yet blind and low-vision (BLV) researchers face systematic exclusion as visual representations dominate modern research workflows. To materialize inclusive processes,…

Human-Computer Interaction · Computer Science 2026-02-10 Omar Khan , JooYoung Seo

Accessibility--the process of designing for people with disabilities (PWD)--is an important but under-explored challenge in the visualization research community. Without careful attention, and if PWD are not included as equal participants…

Computers and Society · Computer Science 2019-09-12 Alan Lundgard , Crystal Lee , Arvind Satyanarayan

PyOD is an open-source Python toolbox for performing scalable outlier detection on multivariate data. Uniquely, it provides access to a wide range of outlier detection algorithms, including established outlier ensembles and more recent…

Machine Learning · Computer Science 2019-06-12 Yue Zhao , Zain Nasrullah , Zheng Li

There has been a growing interest in recent years in modelling multiple modalities (or views) of data to for example, understand the relationship between modalities or to generate missing data. Multi-view autoencoders have gained…

Machine Learning · Computer Science 2024-03-13 Ana Lawry Aguila , Andre Altmann

Background: Software engineering requires both technical skills and creative problem-solving. Blind and low-vision software professionals (BLVSPs) encounter numerous workplace challenges, including inaccessible tools and collaboration…

Software Engineering · Computer Science 2025-02-03 Karina Kohl , Yoonha Cha , Victoria Jackson , Stacy Branham , André van der Hoek , Rafael Prikladnicki

Diagrams often appear as node-link representations in many contexts, such as taxonomies, mind maps and networks in textbooks. Despite their pervasiveness, they present significant accessibility challenges for blind and low-vision people. To…

Human-Computer Interaction · Computer Science 2024-05-08 Yichun Zhao , Miguel A. Nacenta , Mahadeo A. Sukhai , Sowmya Somanath

Parallel coordinate plots (PCPs) are among the most useful techniques for the visualization and exploration of high-dimensional data spaces. They are especially useful for the representation of correlations among the dimensions, which…

Human-Computer Interaction · Computer Science 2016-09-20 Takayuki Itoh , Ashnil Kumar , Karsten Klein , Jinman Kim