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We conducted a questionnaire study aimed towards PhD students in the field of visualization research to understand how they cope with paper rejections. We collected responses from 24 participants and performed a qualitative analysis of the…

Human-Computer Interaction · Computer Science 2020-09-29 Shivam Agarwal , Shahid Latif , Fabian Beck

Visualisation is an effective way to facilitate the analysis and understanding of multivariate data. In the context of multi-objective optimisation, comparing to quantitative performance metrics, visualisation is, in principle, able to…

Neural and Evolutionary Computing · Computer Science 2019-03-06 Huiru Gao , Haifeng Nie , Ke Li

Causal inference is a statistical paradigm for quantifying causal effects using observational data. It is a complex process, requiring multiple steps, iterations, and collaborations with domain experts. Analysts often rely on visualizations…

Human-Computer Interaction · Computer Science 2023-03-02 Grace Guo , Ehud Karavani , Alex Endert , Bum Chul Kwon

We introduce an evaluation methodology for visual question answering (VQA) to better diagnose cases of shortcut learning. These cases happen when a model exploits spurious statistical regularities to produce correct answers but does not…

Computer Vision and Pattern Recognition · Computer Science 2021-09-02 Corentin Dancette , Remi Cadene , Damien Teney , Matthieu Cord

Despite recent progress in artificial intelligence and machine learning, many state-of-the-art methods suffer from a lack of explainability and transparency. The ability to interpret the predictions made by machine learning models and…

Machine Learning · Computer Science 2021-11-10 Zihan Wang , Jialin Lu , Oliver Snow , Martin Ester

A new method is presented, that can help a person become aware of his or her unconscious preferences, and convey them to others in the form of verbal explanation. The method combines the concepts of reflection, visualization, and…

Artificial Intelligence · Computer Science 2010-09-28 Yoshiharu Maeno , Yukio Ohsawa

Recent advances in Large Multi-modal Models (LMMs) are primarily focused on offline video understanding. Instead, streaming video understanding poses great challenges to recent models due to its time-sensitive, omni-modal and interactive…

Computer Vision and Pattern Recognition · Computer Science 2025-03-18 Shenghao Fu , Qize Yang , Yuan-Ming Li , Yi-Xing Peng , Kun-Yu Lin , Xihan Wei , Jian-Fang Hu , Xiaohua Xie , Wei-Shi Zheng

Incorporating human feedback has been shown to be crucial to align text generated by large language models to human preferences. We hypothesize that state-of-the-art instructional image editing models, where outputs are generated based on…

Computer Vision and Pattern Recognition · Computer Science 2024-03-28 Shu Zhang , Xinyi Yang , Yihao Feng , Can Qin , Chia-Chih Chen , Ning Yu , Zeyuan Chen , Huan Wang , Silvio Savarese , Stefano Ermon , Caiming Xiong , Ran Xu

Current research on visual analytics systems largely follows the research paradigm of interactive system design in the field of Human-Computer Interaction (HCI), and includes key methodologies including design requirement development based…

Human-Computer Interaction · Computer Science 2026-03-02 Xiaolong Zhang

Appearance-based gaze estimation, which uses only a regular camera to estimate human gaze, is important in various application fields. While the technique faces data bias issues, data collection protocol is often demanding, and collecting…

Human-Computer Interaction · Computer Science 2024-09-04 Mingtao Yue , Tomomi Sayuda , Miles Pennington , Yusuke Sugano

In visual question answering (VQA), a machine must answer a question given an associated image. Recently, accessibility researchers have explored whether VQA can be deployed in a real-world setting where users with visual impairments learn…

Computation and Language · Computer Science 2022-10-28 Yang Trista Cao , Kyle Seelman , Kyungjun Lee , Hal Daumé

Interactive visualization can support fluid exploration but is often limited to predetermined tasks. Scripting can support a vast range of queries but may be more cumbersome for free-form exploration. Embedding interactive visualization in…

The effective design and delivery of assessments in a wide variety of evolving educational environments remains a challenging problem. Proposals have included the use of learning dashboards, peer learning environments, and grading support…

Human-Computer Interaction · Computer Science 2019-10-15 Kendra M. L. Cooper , Hassan Khosravi

The aim of visualization is to support people in dealing with large and complex information structures, to make these structures more comprehensible, facilitate exploration, and enable knowledge discovery. However, users often have problems…

Human-Computer Interaction · Computer Science 2022-03-22 Christina Stoiber , Markus Wagner , Florian Grassinger , Margit Pohl , Holger Stitz , Marc Streit , Benjamin Potzmann , Wolfgang Aigner

Visualization research tends to de-emphasize consideration of the textual context in which its images are placed. We argue that visualization research should consider textual representations as a primary alternative to visual options when…

Human-Computer Interaction · Computer Science 2024-04-02 Chase Stokes , Marti A. Hearst

Designing suitable tasks for visualization evaluation remains challenging. Traditional evaluation techniques commonly rely on 'low-level' or 'open-ended' tasks to assess the efficacy of a proposed visualization, however, nontrivial…

Human-Computer Interaction · Computer Science 2022-05-13 Ashley Suh , Ab Mosca , Shannon Robinson , Quinn Pham , Dylan Cashman , Alvitta Ottley , Remco Chang

Comprehending visualizations requires readers to interpret visual encoding and the underlying meanings actively. This poses challenges for visualization novices, particularly when interpreting distributional visualizations that depict…

Human-Computer Interaction · Computer Science 2025-04-22 Liangwei Wang , Zhan Wang , Shishi Xiao , Le Liu , Fugee Tsung , Wei Zeng

Human biases impact the way people analyze data and make decisions. Recent work has shown that some visualization designs can better support cognitive processes and mitigate cognitive biases (i.e., errors that occur due to the use of mental…

Human-Computer Interaction · Computer Science 2021-09-23 Emily Wall , Arpit Narechania , Adam Coscia , Jamal Paden , Alex Endert

Online crowdsourcing platforms have made it increasingly easy to perform evaluations of algorithm outputs with survey questions like "which image is better, A or B?", leading to their proliferation in vision and graphics research papers.…

Graphics · Computer Science 2023-05-12 Zoya Bylinskii , Laura Herman , Aaron Hertzmann , Stefanie Hutka , Yile Zhang

We present the Critical Design Strategy (CDS) - a structured method designed to facilitate the examination of visualisation designs through reflection and critical thought. The CDS helps designers think critically and make informed…

Human-Computer Interaction · Computer Science 2025-08-08 Jonathan C. Roberts , Hanan Alnjar , Aron E. Owen , Panagiotis D. Ritsos