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Recent advances in vision-language models (VLMs) have improved image captioning for cultural heritage. However, inferring structured cultural metadata (e.g., creator, origin, period) from visual input remains underexplored. We introduce a…

计算机视觉与模式识别 · 计算机科学 2026-04-09 Yuechen Jiang , Enze Zhang , Md Mohsinul Kabir , Qianqian Xie , Stavroula Golfomitsou , Konstantinos Arvanitis , Sophia Ananiadou

Data visualization is powerful in persuading an audience. However, when it is done poorly or maliciously, a visualization may become misleading or even deceiving. Visualizations give further strength to the dissemination of misinformation…

人机交互 · 计算机科学 2022-04-21 Leo Yu-Ho Lo , Ayush Gupta , Kento Shigyo , Aoyu Wu , Enrico Bertini , Huamin Qu

Visualization design influences how people perceive data patterns, yet most research focuses on low-level analytic tasks, such as finding correlations. The extent to which these perceptual affordances translate to high-level decision-making…

人机交互 · 计算机科学 2025-05-09 Yixuan Li , Emery D. Berger , Minsuk Kahng , Cindy Xiong Bearfield

Emotion is an important factor to consider when designing visualizations as it can impact the amount of trust viewers place in a visualization, how well they can retrieve information and understand the underlying data, and how much they…

人机交互 · 计算机科学 2024-07-29 Carter Blair , Xiyao Wang , Charles Perin

Journalists and visualization designers include visualizations in their articles and storytelling tools to deliver their message effectively. But design decisions they make to represent information, such as the graphical dimensions they…

人机交互 · 计算机科学 2023-06-01 Hayeong Song , John Stasko

Most research on the interpretability of machine learning systems focuses on the development of a more rigorous notion of interpretability. I suggest that a better understanding of the deficiencies of the intuitive notion of…

机器学习 · 统计学 2017-12-08 Fabian Offert

In recent years, considerable work has been devoted to explaining predictive, deep learning-based models, and in turn how to evaluate explanations. An important class of evaluation methods are ones that are human-centered, which typically…

计算机视觉与模式识别 · 计算机科学 2024-06-13 Yayan Zhao , Mingwei Li , Matthew Berger

Trust is a subjective yet fundamental component of human-computer interaction, and is a determining factor in shaping the efficacy of data visualizations. Prior research has identified five dimensions of trust assessment in visualizations…

人机交互 · 计算机科学 2024-08-08 R. Jordan Crouser , Syrine Matoussi , Lan Kung , Saugat Pandey , Oen G. McKinley , Alvitta Ottley

While we typically focus on data visualization as a tool for facilitating cognitive tasks (e.g., learning facts, making decisions), we know relatively little about their second-order impacts on our opinions, attitudes, and values. For…

人机交互 · 计算机科学 2023-09-06 Eli Holder , Cindy Xiong Bearfield

People commonly utilize visualizations not only to examine a given dataset, but also to draw generalizable conclusions about the underlying models or phenomena. Prior research has compared human visual inference to that of an optimal…

人机交互 · 计算机科学 2024-07-25 Ratanond Koonchanok , Michael E. Papka , Khairi Reda

Significant research has provided robust task and evaluation languages for the analysis of exploratory visualizations. Unfortunately, these taxonomies fail when applied to communicative visualizations. Instead, designers often resort to…

人机交互 · 计算机科学 2020-09-16 Eytan Adar , Elsie Lee

General design principles for visualization have been relatively well-established based on a combination of cognitive and perceptual theory and empirical evaluations over the past 20 years. To determine how these principles hold up across…

人机交互 · 计算机科学 2020-09-28 Ian T. Ruginski

Designers often create visualizations to achieve specific high-level analytical or communication goals. These goals require people to naturally extract complex, contextualized, and interconnected patterns in data. While limited prior work…

Figures are an important channel for scientific communication, used to express complex ideas, models and data in ways that words cannot. However, this visual information is mostly ignored in analyses of the scientific literature. In this…

数字图书馆 · 计算机科学 2019-08-21 Sean Yang , Po-shen Lee , Jevin D. West , Bill Howe

Decision-making is a central yet under-defined goal in visualization research. While existing task models address decision processes, they often neglect the conditions framing a decision. To better support decision-making tasks, we propose…

人机交互 · 计算机科学 2025-07-25 Lena Cibulski , Stefan Bruckner

Understanding how individuals interpret charts is a crucial concern for visual data communication. This imperative has motivated a number of studies, including past work demonstrating that causal priors -- a priori beliefs about causal…

人机交互 · 计算机科学 2026-02-11 Arran Zeyu Wang , David Borland , Estella Calcaterra , David Gotz

Visually-aware recommender systems use visual signals present in the underlying data to model the visual characteristics of items and users' preferences towards them. In the domain of clothing recommendation, incorporating items' visual…

计算机视觉与模式识别 · 计算机科学 2018-08-23 Charles Packer , Julian McAuley , Arnau Ramisa

A growing number of efforts aim to understand what people see when using a visualization. These efforts provide scientific grounding to complement design intuitions, leading to more effective visualization practice. However, published…

人机交互 · 计算机科学 2020-09-16 Madison Elliott , Christine Nothelfer , Cindy Xiong , Danielle Szafir

Creative works, whether paintings or memes, follow unique journeys that result in their final form. Understanding these journeys, a process known as "provenance analysis", provides rich insights into the use, motivation, and authenticity…

计算机视觉与模式识别 · 计算机科学 2019-03-08 Aparna Bharati , Daniel Moreira , Joel Brogan , Patricia Hale , Kevin W. Bowyer , Patrick J. Flynn , Anderson Rocha , Walter J. Scheirer

Public-facing data visualizations can play a vital role in making complex information clear and engaging, thereby encouraging informed public discourse and participation. However, existing work offers limited insight into how practitioners…

人机交互 · 计算机科学 2026-05-29 Regina Schuster , Kathleen Gregory , Torsten Möller , Laura Koesten