A blind spot in AI-powered logo makers: visual design principles

IF 1.2 2区 文学 Q3 COMMUNICATION Visual Communication Pub Date : 2023-04-17 DOI:10.1177/14703572231155593
Renato Antonio Bertão, Myeong-heum Yeoun, Jaewoo Joo
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Abstract

Artificial intelligence is already embedded in several digital tools used across design disciplines. Although it offers advantages in automating and facilitating design tasks, this technology has constraints to empowering practitioners. AI systems steadily incorporate machine learning to deliver meaningful designs but fail in critical dimensions such as creativity. Moreover, the intensive use of AI features to provide a design solution – so-called AI design – challenges the boundaries of the design field and designers’ roles. AI-powered logo makers exemplify a horizon where non-designers can access design tools to create a personal or business visual identity. However, in the current context, these online businesses are limited to randomize layout solutions lacking the visual properties a logo requires. This article reports mixed-method research focusing on AI-powered logo makers’ processes and outcomes. We investigated their capability to deliver consistent logo designs and to what extent their algorithms address logo design principles. Initially, our study identified representative visual principles in logo design-related literature. After probing AI-powered logo makers’ features that enable logo creation, we conducted an exploratory experiment to obtain solutions. Finally, we invited logo design experts to evaluate whether three visual principles (proportion, balance and unity) were incorporated into the layouts. The assessment’s results suggest that these AI design tools must calibrate the algorithms to provide solutions that meet expected logo design standards. Even focusing on a particular AI tool and a few visual principles, our research contributes to initial directions for developing algorithms that embody the complex aspects of visual design syntax.
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人工智能标志制造商的盲点:视觉设计原则
人工智能已经嵌入到跨设计学科使用的几种数字工具中。尽管它在自动化和简化设计任务方面提供了优势,但该技术对授权从业者有限制。人工智能系统稳定地结合机器学习来提供有意义的设计,但在创造力等关键方面却失败了。此外,大量使用人工智能功能来提供设计解决方案——所谓的人工智能设计——挑战了设计领域和设计师角色的界限。人工智能标志制造商展示了一个新领域,即非设计师也可以使用设计工具来创建个人或企业的视觉形象。然而,在目前的情况下,这些在线业务仅限于随机布局解决方案,缺乏徽标所需的视觉属性。本文报告了混合方法研究,重点关注人工智能驱动的标志制造商的过程和结果。我们调查了他们提供一致的标志设计的能力,以及他们的算法在多大程度上符合标志设计原则。首先,我们的研究确定了标志设计相关文献中具有代表性的视觉原则。在探索了人工智能标志制造商能够进行标志创作的特征后,我们进行了探索性实验,以获得解决方案。最后,我们邀请了标志设计专家来评估是否将三个视觉原则(比例,平衡和统一)融入到布局中。评估结果表明,这些人工智能设计工具必须校准算法,以提供满足预期标志设计标准的解决方案。即使专注于特定的人工智能工具和一些视觉原则,我们的研究也有助于开发体现视觉设计语法复杂方面的算法的初步方向。
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来源期刊
Visual Communication
Visual Communication COMMUNICATION-
CiteScore
3.40
自引率
13.30%
发文量
45
期刊介绍: Visual Communication provides an international forum for the growing body of work in numerous interrelated disciplines. Its broad coverage includes: still and moving images; graphic design and typography; visual phenomena such as fashion, professional vision, posture and interaction; the built and landscaped environment; the role of the visual in relation to language, music, sound and action.
期刊最新文献
An observational sketch essay of an undocumented immigrant hunger strike in Brussels Landcare and Landscapes and Accidental Beauty: Failing Digital Technologies and the Gaze of Child Researchers Visual Communication is proud to announce its second Early Career Research Scholarship Corrigendum to Visual protest repertoires and protesters’ health identity: a battlefield of the anti-new normal movement The things they are a-changin': reinventing daily objects during the chilean 2019 revolt
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