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Physical representations of data offer physical and spatial ways of looking at, navigating, and interacting with data. While digital fabrication has facilitated the creation of objects with data-driven geometry, rendering data as a…

The ever-increasing pace of scientific publication necessitates methods for quickly identifying relevant papers. While neural recommenders trained on user interests can help, they still result in long, monotonous lists of suggested papers.…

Though data augmentation has become a standard component of deep neural network training, the underlying mechanism behind the effectiveness of these techniques remains poorly understood. In practice, augmentation policies are often chosen…

Machine Learning · Computer Science 2020-06-08 Raphael Gontijo-Lopes , Sylvia J. Smullin , Ekin D. Cubuk , Ethan Dyer

Inspiration plays an important role in design, yet its specific impact on data visualization design practice remains underexplored. This study investigates how professional visualization designers perceive and use inspiration in their…

Human-Computer Interaction · Computer Science 2025-02-24 Ali Baigelenov , Prakash Shukla , Paul Parsons

Situated Visualization is an emerging field that unites several areas - visualization, augmented reality, human-computer interaction, and internet-of-things, to support human data activities within the ubiquitous world. Likewise, dashboards…

Human-Computer Interaction · Computer Science 2023-09-07 Anika Sayara , Benjamin Lee , Carlos Quijano-Chavez , Michael Sedlmair

Previous gesture elicitation studies have found that user proposals are influenced by legacy bias which may inhibit users from proposing gestures that are most appropriate for an interaction. Increasing production during elicitation studies…

Human-Computer Interaction · Computer Science 2022-01-05 Andreea Danielescu , David Piorkowski

How do people internalize visualizations: as images or information? In this study, we investigate the nature of internalization for visualizations (i.e., how the mind encodes visualizations in memory) and how memory encoding affects its…

Human-Computer Interaction · Computer Science 2023-07-24 Anjana Arunkumar , Lace Padilla , Gi-Yeul Bae , Chris Bryan

Virtual Reality (VR) enables users to engage with capabilities beyond human limitations, but it is not always obvious how to trigger these capabilities. Taking the lens of Affordance, we believe avatar design is the key to solving this…

Human-Computer Interaction · Computer Science 2026-03-09 Yang Lu , Tianyu Zhang , Jiamu Tang , Yanna Lin , Jiankun Yang , Longyu Zhang , Shijian Luo , Yukang Yan

From photorealistic sketches to schematic diagrams, drawing provides a versatile medium for communicating about the visual world. How do images spanning such a broad range of appearances reliably convey meaning? Do viewers understand…

Computer Vision and Pattern Recognition · Computer Science 2021-09-29 Robert D. Hawkins , Megumi Sano , Noah D. Goodman , Judith E. Fan

Data augmentation has recently seen increased interest in graph machine learning given its demonstrated ability to improve model performance and generalization by added training data. Despite this recent surge, the area is still relatively…

Machine Learning · Computer Science 2023-01-20 Tong Zhao , Wei Jin , Yozen Liu , Yingheng Wang , Gang Liu , Stephan Günnemann , Neil Shah , Meng Jiang

Affective visualization design is an emerging research direction focused on communicating and influencing emotion through visualization. However, as revealed by previous research, this area is highly interdisciplinary and involves theories…

Human-Computer Interaction · Computer Science 2025-07-17 Xingyu Lan , Yutong Yang , Yifan Wang

Data visualization is becoming an increasingly popular field of design practice. Although many studies have highlighted the knowledge required for effective data visualization design, their focus has largely been on formal knowledge and…

Human-Computer Interaction · Computer Science 2020-09-08 Paul Parsons , Colin M. Gray , Ali Baigelenov , Ian Carr

In the realm of visual recognition, data augmentation stands out as a pivotal technique to amplify model robustness. Yet, a considerable number of existing methodologies lean heavily on heuristic foundations, rendering their intrinsic…

Computer Vision and Pattern Recognition · Computer Science 2023-11-23 Zhendong Liu , Jie Zhang , Qiangqiang He , Chongjun Wang

Interacting with data visualizations without an instrument or touch surface is typically characterized by the use of mid-air hand gestures. While mid-air expressions can be quite intuitive for interacting with digital content at a distance,…

Human-Computer Interaction · Computer Science 2023-11-28 Zona Kostic , Catherine Dumas , Sarah Pratt , Johanna Beyer

Using learning objectives to define designer intents for communicative visualizations can be a powerful design tool. Cognitive and affective objectives are concrete and specific, which can be translated to assessments when creating,…

Human-Computer Interaction · Computer Science 2026-04-02 Elsie Lee-Robbins , Eytan Adar

Individuals with Intellectual and Developmental Disabilities (IDD) have unique needs and challenges when working with data. While visualization aims to make data more accessible to a broad audience, our understanding of how to design…

Human-Computer Interaction · Computer Science 2024-08-30 Keke Wu , Ghulam Jilani Quadri , Arran Zeyu Wang , David Kwame Osei-Tutu , Emma Petersen , Varsha Koushik , Danielle Albers Szafir

We draw a connection between data modeling and visualization, namely that a visualization specification defines a mapping from database constraints to visual representations of those constraints. Using this formalism, we show how many…

Databases · Computer Science 2024-12-06 Eugene Wu

The research field of augmented reality (AR) is of increasing popularity, as seen, among others, in several recently published surveys. To produce further advancements in AR, it is not only necessary to create new systems or applications,…

Human-Computer Interaction · Computer Science 2021-04-09 Marc Satkowski , Wolfgang Büschel , Raimund Dachselt

Visualizing data in sports videos is gaining traction in sports analytics, given its ability to communicate insights and explicate player strategies engagingly. However, augmenting sports videos with such data visualizations is challenging,…

Human-Computer Interaction · Computer Science 2024-05-14 Chen Zhu-Tian , Shuainan Ye , Xiangtong Chu , Haijun Xia , Hui Zhang , Huamin Qu , Yingcai Wu

A visualization notation is a recurring pattern of symbols used to author specifications of visualizations, from data transformation to visual mapping. Programmatic notations use symbols defined by grammars or domain-specific languages…

Human-Computer Interaction · Computer Science 2023-09-01 Nicolas Kruchten , Andrew M. McNutt , Michael J. McGuffin