Generative AI for Visualization: Opportunities and Challenges.

IF 1.7 4区计算机科学 Q3 COMPUTER SCIENCE, SOFTWARE ENGINEERING

IEEE Computer Graphics and Applications Pub Date : 2024-03-01 DOI:10.1109/MCG.2024.3362168

Rahul C Basole, Timothy Major, Rahul C Basole, Francesco Ferrise

引用次数: 0

Abstract

Recent developments in artificial intelligence (AI) and machine learning (ML) have led to the creation of powerful generative AI methods and tools capable of producing text, code, images, and other media in response to user prompts. Significant interest in the technology has led to speculation about what fields, including visualization, can be augmented or replaced by such approaches. However, there remains a lack of understanding about which visualization activities may be particularly suitable for the application of generative AI. Drawing on examples from the field, we map current and emerging capabilities of generative AI across the different phases of the visualization lifecycle and describe salient opportunities and challenges.

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用于可视化的生成式人工智能：机遇与挑战。

人工智能（AI）和机器学习（ML）领域的最新发展催生了强大的人工智能生成方法和工具，它们能够根据用户提示生成文本、代码、图像和其他媒体。人们对这项技术的浓厚兴趣引发了对包括可视化在内的哪些领域可以用这种方法来增强或替代的猜测。然而，人们对哪些可视化活动特别适合应用生成式人工智能仍缺乏了解。借鉴该领域的实例，我们绘制了生成式人工智能在可视化生命周期不同阶段的现有能力和新兴能力，并描述了突出的机遇和挑战。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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来源期刊

IEEE Computer Graphics and Applications 工程技术-计算机：软件工程

CiteScore

3.20

自引率

5.60%

发文量

160

审稿时长

>12 weeks

期刊介绍： IEEE Computer Graphics and Applications (CG&A) bridges the theory and practice of computer graphics, visualization, virtual and augmented reality, and HCI. From specific algorithms to full system implementations, CG&A offers a unique combination of peer-reviewed feature articles and informal departments. Theme issues guest edited by leading researchers in their fields track the latest developments and trends in computer-generated graphical content, while tutorials and surveys provide a broad overview of interesting and timely topics. Regular departments further explore the core areas of graphics as well as extend into topics such as usability, education, history, and opinion. Each issue, the story of our cover focuses on creative applications of the technology by an artist or designer. Published six times a year, CG&A is indispensable reading for people working at the leading edge of computer-generated graphics technology and its applications in everything from business to the arts.