A survey of perception-based visualization studies by task

GJ Quadri, P Rosen - IEEE transactions on visualization and …, 2021‏ - ieeexplore.ieee.org
Knowledge of human perception has long been incorporated into visualizations to enhance
their quality and effectiveness. The last decade, in particular, has shown an increase in …

Scatterplots: Tasks, data, and designs

A Sarikaya, M Gleicher - IEEE transactions on visualization and …, 2017‏ - ieeexplore.ieee.org
Traditional scatterplots fail to scale as the complexity and amount of data increases. In
response, there exist many design options that modify or expand the traditional scatterplot …

Towards perceptual optimization of the visual design of scatterplots

L Micallef, G Palmas, A Oulasvirta… - IEEE transactions on …, 2017‏ - ieeexplore.ieee.org
Designing a good scatterplot can be difficult for non-experts in visualization, because they
need to decide on many parameters, such as marker size and opacity, aspect ratio, color …

Looks good to me: Visualizations as sanity checks

M Correll, M Li, G Kindlmann… - IEEE transactions on …, 2018‏ - ieeexplore.ieee.org
Famous examples such as Anscombe's Quartet highlight that one of the core benefits of
visualizations is allowing people to discover visual patterns that might otherwise be hidden …

KD-Box: Line-segment-based KD-tree for interactive exploration of large-scale time-series data

Y Zhao, Y Wang, J Zhang, CW Fu… - IEEE Transactions on …, 2021‏ - ieeexplore.ieee.org
Time-series data-usually presented in the form of lines-plays an important role in many
domains such as finance, meteorology, health, and urban informatics. Yet, little has been …

Evaluation of sampling methods for scatterplots

J Yuan, S **ang, J **a, L Yu… - IEEE Transactions on …, 2020‏ - ieeexplore.ieee.org
Given a scatterplot with tens of thousands of points or even more, a natural question is which
sampling method should be used to create a small but “good” scatterplot for a better …

Automatic scatterplot design optimization for clustering identification

GJ Quadri, JA Nieves, BM Wiernik… - IEEE Transactions on …, 2022‏ - ieeexplore.ieee.org
Scatterplots are among the most widely used visualization techniques. Compelling
scatterplot visualizations improve understanding of data by leveraging visual perception to …

[HTML][HTML] The effects of contrast on correlation perception in scatterplots

G Strain, AJ Stewart, P Warren, C Jay - International Journal of Human …, 2023‏ - Elsevier
Scatterplots are common data visualizations that can be used to communicate a range of
ideas, the most intensively studied being the correlation between two variables. Despite …

AVA: Towards Autonomous Visualization Agents through Visual Perception‐Driven Decision‐Making

S Liu, H Miao, Z Li, M Olson, V Pascucci… - Computer Graphics …, 2024‏ - Wiley Online Library
With recent advances in multi‐modal foundation models, the previously text‐only large
language models (LLM) have evolved to incorporate visual input, opening up …

How can deep neural networks aid visualization perception research? three studies on correlation judgments in scatterplots

F Yang, Y Ma, L Harrison, J Tompkin… - Proceedings of the 2023 …, 2023‏ - dl.acm.org
How deep neural networks can aid visualization perception research is a wide-open
question. This paper provides insights from three perspectives—prediction, generalization …