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The integration of extended reality (XR) with artificial intelligence (AI) introduces a new paradigm for user interaction, enabling AI to perceive user intent, stimulate the senses, and influence decision-making. We explored the impact of…

Human-Computer Interaction · Computer Science 2025-07-16 Ze Dong , Binyang Han , Jingjing Zhang , Ruoyu Wen , Barrett Ens , Adrian Clark , Tham Piumsomboon

Biologists are leading current research on genome characterization (sequencing, alignment, transcription), providing a huge quantity of raw data about many genome organisms. Extracting knowledge from this raw data is an important process…

Quantitative Methods · Quantitative Biology 2007-05-23 Nicolas Férey , Pierre-Emmanuel Gros , Joan Hérisson , Rachid Gherbi

This study provides a comprehensive review of the utilization of Virtual Reality (VR) for visualizing Artificial Intelligence (AI) systems, drawing on 18 selected studies. The results illuminate a complex interplay of tools, methods, and…

Human-Computer Interaction · Computer Science 2024-04-09 Medet Inkarbekov , Rosemary Monahan , Barak A. Pearlmutter

Fully immersive virtual reality (VR) has the potential to improve neurosurgical planning. For example, it may offer 3D visualizations of relevant anatomical structures with complex shapes, such as blood vessels and tumors. However, there is…

Human-Computer Interaction · Computer Science 2019-08-15 Lukas D. J. Fiederer , Hisham Alwanni , Martin Völker , Oliver Schnell , Jürgen Beck , Tonio Ball

With the rapid advance of computer graphics and artificial intelligence technologies, the ways we interact with the world have undergone a transformative shift. Virtual Reality (VR) technology, aided by artificial intelligence (AI), has…

Computer Vision and Pattern Recognition · Computer Science 2024-07-12 Yixuan Wu , Kaiyuan Hu , Danny Z. Chen , Jian Wu

Extended reality (XR), encompassing Virtual Reality (VR), Augmented Reality (AR), and Mixed Reality (MR), is emerging as a transformative platform for medical education. Traditional methods such as textbooks, physical models, and cadaveric…

Human-Computer Interaction · Computer Science 2025-09-03 Yuqing Wei , Yupeng Wang , Jiayi Zhao , Yanjun Liu , Huxin Gao , Jiewen Lai

Surveying is a core component of civil engineering education, requiring students to engage in hands-on spatial measurement, instrumentation handling, and field-based decision-making. However, traditional instruction often poses logistical…

Human-Computer Interaction · Computer Science 2025-08-01 Daniel Udekwe , Dimitrios Bolkas , Eren Erman Ozguven , Ren Moses , Qianwen Guo

Contouring is an indispensable step in Radiotherapy (RT) treatment planning. However, today's contouring software is constrained to only work with a 2D display, which is less intuitive and requires high task loads. Virtual Reality (VR) has…

Human-Computer Interaction · Computer Science 2022-11-09 Chen Chen , Matin Yarmand , Varun Singh , Michael V. Sherer , James D. Murphy , Yang Zhang , Nadir Weibel

We present VR PreM+, an innovative VR system designed to enhance web exploration beyond traditional computer screens. Unlike static 2D displays, VR PreM+ leverages 3D environments to create an immersive pre-learning experience. Using…

Human-Computer Interaction · Computer Science 2023-11-02 Ze Gao , Xiang Li , Changkun Liu , Xian Wang , Anqi Wang , Liang Yang , Yuyang Wang , Pan Hui , Tristan Braud

We introduce Artifact-Based Rendering (ABR), a framework of tools, algorithms, and processes that makes it possible to produce real, data-driven 3D scientific visualizations with a visual language derived entirely from colors, lines,…

The application of Virtual Reality Environments (VRE) has been gaining momentum as a relatively new tool to assist with mitigating various difficulties including abstractness of concepts, lack of user engagement, perception of disconnection…

Human-Computer Interaction · Computer Science 2024-11-26 Ourania Koutzampasopoulou Xanthidou , Nadine Aburumman , Hanêne Ben-Abdallah

Virtual reality is expected to play a significant role in the transformation of education and psychological studies. The possibilities for its application as a visual research method can be enhanced as established frameworks and toolkits…

Human-Computer Interaction · Computer Science 2023-10-24 Corrie Green , Chloë Farr , Yang Jiang

As modern astronomy confronts unprecedented data volumes, automated pipelines and machine-learning techniques have become essential for processing and analysis. As these workflows grow more complex, astronomers also require input and…

Data visualisation is an essential ingredient of scientific analysis, discovery, and communication. Along with a human (to do the looking) and the data (something to look at), an image display device is a key component of any data…

Instrumentation and Methods for Astrophysics · Physics 2024-12-18 Christopher J. Fluke , Hugo K. Walsh , Lewis de Zoete Grundy , Brian Brady

This paper revisits the role of quantitative and qualitative methods in visualization research in the context of advancements in artificial intelligence (AI). The focus is on how we can bridge between the different methods in an integrated…

Human-Computer Interaction · Computer Science 2024-09-12 Daniel Weiskopf

Visualizations themselves have become a data format. Akin to other data formats such as text and images, visualizations are increasingly created, stored, shared, and (re-)used with artificial intelligence (AI) techniques. In this survey, we…

Human-Computer Interaction · Computer Science 2021-07-20 Aoyu Wu , Yun Wang , Xinhuan Shu , Dominik Moritz , Weiwei Cui , Haidong Zhang , Dongmei Zhang , Huamin Qu

In the past few years, augmented reality (AR) and virtual reality (VR) technologies have experienced terrific improvements in both accessibility and hardware capabilities, encouraging the application of these devices across various domains.…

Human-Computer Interaction · Computer Science 2019-10-29 Marco Cavallo , Mishal Dholakia , Matous Havlena , Kenneth Ocheltree , Mark Podlaseck

Empowering blind and low vision (BLV) users to explore visual media improves content comprehension, strengthens user agency, and fulfills diverse information needs. However, most existing tools separate exploration from the main narration,…

Human-Computer Interaction · Computer Science 2025-08-08 Shuchang Xu

Molecular visualization software has long supported research and education in chemical and structural sciences, but consumer devices constrained to 2D inputs and outputs pose two major challenges: they poorly convey 3D nature, and 3D…

Chemical Physics · Physics 2025-09-05 Luciano A. Abriata

Astronomical researchers often think of analysis and visualization as separate tasks. In the case of high-dimensional data sets, though, interactive exploratory data visualization can give far more insight than an approach where data…

Instrumentation and Methods for Astrophysics · Physics 2015-06-05 Alyssa A. Goodman