计算机科学2024,Vol.51Issue(11) :47-53.DOI:10.11896/jsjkx.240700085

针对AIGC数字插画设计原则的用户评价指标分析

Analysis of User Evaluation Indicator for AIGC Digital Illustration Design Principles

徐俊 周沛瑾 张海静 张豪 徐育忠
计算机科学2024,Vol.51Issue(11) :47-53.DOI:10.11896/jsjkx.240700085

针对AIGC数字插画设计原则的用户评价指标分析

Analysis of User Evaluation Indicator for AIGC Digital Illustration Design Principles

徐俊 1周沛瑾 1张海静 1张豪 2徐育忠1
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作者信息

  • 1. 浙江工业大学设计与建筑学院 杭州 310000
  • 2. 浙江工业大学计算机与科学技术学院 杭州 310000
  • 折叠

摘要

针对数字插画设计原则和AIGC技术原理,构建了从文学文本到数字插画的生产流程,并以实验的方式论证了 AIGC数字插画的实际效果和存在的问题.梳理了数字插画的发展现状,分析了 AIGC与数字插画设计原则之间的关系,归纳介绍了当前AIGC用于数字插画的主要流程和关键技术,然后使用多种AI算法搭建了从文学文本到数字插画的生产流程,并进行了多组实验,最后根据图文契合度等指标设计问卷进行用户评测,分析AIGC数字插画生成的规律和特点及其可用性.AIGC能满足一定的叙事和艺术风格要求,但其效果随着文本叙事性的增强而呈下降趋势,同时对于生僻内容效果不佳,其画面细节无法表现复杂的叙事情景.通过理论分析和实验对比可以得出,AIGC借助人工智能技术在数字插画的生产效率上具有巨大优势,但由于缺乏对叙事内容的理解,其在画面表达上存在不足,目前还依赖于设计者的高度参与来解决实用性问题,同时也需要各方协同来促进新技术的良性发展.

Abstract

Based on the digital illustration design principles and the technical principles of AIGC,a production process from lite-rary text to digital illustration has been constructed.Through experiments,the actual effects and existing problems of AIGC digi-tal illustration have been demonstrated.The current development status of digital illustration has been reviewed,and the relation-ship between AIGC and digital illustration design principles has been analyzed.The main processes and key technologies currently used for digital illustration with AIGC have been summarized and introduced.Then,multiple Al algorithms have been used to build a production process from literary text to digital illustration,and multiple sets of experiments have been conducted.Finally,a questionnaire has been designed based on indicators such as the degree of fit between text and image to evaluate users,and ana-lyze the generation rules,characteristics,and usability of AIGC digital illustration.AIGC can meet certain narrative and artistic style requirements,but its effectiveness decreases as the narrative nature of the text increases.At the same time,it has poor per-formance for rare content,and its image details cannot represent complex narrative scenarios.Through theoretical analysis and ex-perimental comparison,it can be concluded that AIGC has great advantages in terms of production efficiency with the help of arti-ficial intelligence technology in digital illustration.However,due to a lack of understanding of narrative content,there are short-comings in its image expression.Currently,it still relies on the high involvement of designers to solve practical problems,and it also requires collaboration from all parties to promote the healthy development of new technologies.

关键词

数字插画/AIGC/人工智能/叙事性

Key words

Digital illustration/Artificial intelligence generated content/Artificial intelligence/Narrative

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基金项目

国家社会科学基金(22BMZ038)

出版年

2024
计算机科学
重庆西南信息有限公司(原科技部西南信息中心)

计算机科学

CSTPCDCSCD北大核心
影响因子:0.944
ISSN:1002-137X
参考文献量19
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