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Scientific results are communicated visually in the literature through diagrams, visualizations, and photographs. These information-dense objects have been largely ignored in bibliometrics and scientometrics studies when compared to…

社会与信息网络 · 计算机科学 2016-05-30 Po-shen Lee , Jevin D. West , Bill Howe

Scatterplots can encode a third dimension by using additional channels like size or color (e.g. bubble charts). We explore a potential misinterpretation of trivariate scatterplots, which we call the weighted average illusion, where…

人机交互 · 计算机科学 2021-08-10 Matt-Heun Hong , Jessica K. Witt , Danielle Albers Szafir

Bar charts are among the most frequently used visualizations, in part because their position encoding leads them to convey data values precisely. Yet reproductions of single bars or groups of bars within a graph can be biased. Curiously,…

人机交互 · 计算机科学 2021-08-20 Cristina R. Ceja , Caitlyn M. McColeman , Cindy Xiong , Steven L. Franconeri

Data visualization design often requires creativity, and research is needed to understand its nature and means for promoting it. The current visualization literature on creativity is not well developed, especially with respect to the…

人机交互 · 计算机科学 2021-08-17 Paul Parsons , Prakash Shukla , Chorong Park

Colors and shapes are commonly used to encode categories in multi-class scatterplots. Designers often combine the two channels to create redundant encodings, aiming to enhance class distinctions. However, evidence for the effectiveness of…

人机交互 · 计算机科学 2026-04-14 Chin Tseng , Arran Zeyu Wang , Ghulam Jilani Quadri , Danielle Albers Szafir

Better representation of the uncertainty in a data visualisation is a focus of recent research activity. A problem with the current literature is that there is a lack of clarity about the definition of uncertainty and what it means to…

人机交互 · 计算机科学 2026-03-30 Harriet Mason , Dianne Cook , Sarah Goodwin , Emi Tanaka , Susan VanderPlas

There are strong incentives to build models that demonstrate outstanding predictive performance on various datasets and benchmarks. We believe these incentives risk a narrow focus on models and on the performance metrics used to evaluate…

机器学习 · 计算机科学 2022-06-07 David Lovell , Dimity Miller , Jaiden Capra , Andrew Bradley

We present results from a preregistered and crowdsourced user study where we asked members of the general population to determine whether two samples represented using different forms of data visualizations are drawn from the same or…

人机交互 · 计算机科学 2023-09-25 Eric Newburger , Niklas Elmqvist

Neural networks are widely adopted to solve complex and challenging tasks. Especially in high-stakes decision-making, understanding their reasoning process is crucial, yet proves challenging for modern deep networks. Feature visualization…

计算机视觉与模式识别 · 计算机科学 2026-02-18 Ada Gorgun , Bernt Schiele , Jonas Fischer

A visual counterfactual explanation replaces image regions in a query image with regions from a distractor image such that the system's decision on the transformed image changes to the distractor class. In this work, we present a novel…

计算机视觉与模式识别 · 计算机科学 2022-07-19 Simon Vandenhende , Dhruv Mahajan , Filip Radenovic , Deepti Ghadiyaram

Despite the popularity of information measures in analysis of probabilistic systems, proper tools for their visualization are not common. This work develops a simple matrix representation of information transfer in sequential systems,…

信息论 · 计算机科学 2024-05-28 Dor Tsur , Haim Permuter

Data visualization is the process by which data of any size or dimensionality is processed to produce an understandable set of data in a lower dimensionality, allowing it to be manipulated and understood more easily by people. The goal of…

图形学 · 计算机科学 2021-07-06 Alexander Kiefer , Md. Khaledur Rahman

Infographic designers balance many choices at once: chart type, color, and whether to add a benchmark or a scale. Past work studies these factors one at a time, so we know little about how readers weigh them against each other. We address…

人机交互 · 计算机科学 2026-05-28 Amit Kumar Das , Karanbir Pelia , Manav Nitesh Ukani , Klaus Mueller

This position paper argues that the evaluation of modern visual processing systems should no longer be driven primarily by single-metric image quality assessment benchmarks, particularly in the era of generative and perception-oriented…

计算机视觉与模式识别 · 计算机科学 2026-03-10 Jinfan Hu , Fanghua Yu , Zhiyuan You , Xiang Yin , Hongyu An , Xinqi Lin , Chao Dong , Jinjin Gu

We consider detecting objects in an image by iteratively selecting from a set of arbitrarily shaped candidate regions. Our generic approach, which we term visual chunking, reasons about the locations of multiple object instances in an image…

计算机视觉与模式识别 · 计算机科学 2015-03-18 Nicholas Rhinehart , Jiaji Zhou , Martial Hebert , J. Andrew Bagnell

The basic objective of data visualization is to provide an efficient graphical display for summarizing and reasoning about quantitative information. During the last decades, political science has accumulated a large corpus of various kinds…

图形学 · 计算机科学 2010-08-09 Andrei Zinovyev

Many optical measurement techniques, such as light scattering from wavelength-scale particles or detecting motion from a surface with an optical lever, encode information in a complex radiation pattern. Extracting all available information…

量子物理 · 物理学 2025-12-22 Youssef Tawfik , Shan Hao , Thomas P. Purdy

Visualization techniques for the decision space of continuous multi-objective optimization problems (MOPs) are rather scarce in research. For long, all techniques focused on global optimality and even for the few available landscape…

神经与进化计算 · 计算机科学 2020-12-01 Lennart Schäpermeier , Christian Grimme , Pascal Kerschke

Machine learning algorithms using deep architectures have been able to implement increasingly powerful and successful models. However, they also become increasingly more complex, more difficult to comprehend and easier to fool. So far, most…

机器学习 · 计算机科学 2020-08-20 Alexander Schulz , Fabian Hinder , Barbara Hammer

The geometric shapes of the outside world objects hide an undisclosed emotional, psychological, artistic, aesthetic and shape-generating potential; they may attract or cause fear as well as a variety of other emotions. This suggests that…

神经元与认知 · 定量生物学 2025-02-25 Rushan Ziatdinov