The work aims to investigate the emerging needs of visual signage systems in current campuses, explore the method of utilizing image generative artificial intelligence diffusion models to assist in design, and develop an efficient visual signage design assistance method that integrates school IP. Firstly, the needs for integrating school IP images into visual signage design were analyzed. Secondly, based on these needs, an overall scheme for AI-assisted visual signage system design was formulated. Finally, the specific methods for utilizing diffusion models to assist in the design of campus visual signage systems were studied, including the analysis of intelligent algorithm principles, the training of style models, the adjustment of image generation control variables, generation testing, post-processing synthesis, and evaluation. Through this research, with the Lora model training technology of diffusion models, a mode able to assist in the design of campus logos integrating school IP images was successfully developed, realizing innovation in the design practice process. The design of campus visual signage systems should adopt a mode that is both efficient and capable of integrating school IP images. Compared with traditional design processes, utilizing AI diffusion models for visual signage assistance design undoubtedly better meets these needs.
Key words
campus signage system /
school IP image /
artificial intelligence /
diffusion model
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References
[1] 徐迎庆, 周沁怡, 邓婕, 等. 人工智能在设计产业中的应用及发展[J]. 包装工程, 2024, 45(8): 1-10.
XU Y Q, ZHOU Q Y, DENG J, et al.Application and Development of Artificial Intelligence in Design Industry[J]. Packaging Engineering, 2024, 45(8): 1-10.
[2] 孙守迁, 曹磊磊, 王松, 等. 生成式人工智能大模型在设计领域的应用[J]. 家具与室内装饰, 2024, 31(4): 1-9.
SUN S Q, CAO L L, WANG S, et al.Application of Generative Artifi Cial Intelligence Large Models in the Design Field[J]. Furniture & Interior Design, 2024, 31(4): 1-9.
[3] 赵倩. 校园IP形象设计的原则和技巧[J]. 绿色包装, 2023(8): 178-181.
ZHAO Q.Principles and Skills of Campus IP Design[J]. Green Packaging, 2023(8): 178-181.
[4] 昆明驰晨广告. 校园标识系统的设计注意事项[EB/OL]. (2024-07-18)[2024-12-01]. http://www.ynccgg.com/news/zhishi/123.html.
Kunming Chichen Advertising. Key Points for Campus Signage System Design[EB/OL]. (2024-07-18)[2024-12-01]. http://www.ynccgg.com/news/zhishi/123.html.
[5] 1337校园文化设计. 小标识大作用|校园导视系统如何设计[EB/OL]. (2023-12-07)[2024-12-01]. https://baijiahao.baidu.com/s?id=.
1337 Campus Culture Design. Small Signs, Big Impact | How to Design a Campus Wayfinding System[EB/OL]. (2023-12-07)[2024-12-01]. https://baijiahao.baidu.com/s?id=.
[6] 内拉祖里. 纽约新学院大学环境导示设计[EB/OL]. (2015-08-27)[2024-12-01]. https://www.gtn9.com/workshow.aspx?id=AECC395EC9D115B1.
Nerazzurri. Environmental Signage Design for The New School University in New York[EB/OL]. (2015-08-27)[2024-12-01]. https://www.gtn9.com/workshow.aspx?id=AECC395EC9D115B1.
[7] 姜吉荣. 系统论视角下大运河国家文化公园标识系统设计研究[J]. 江苏师范大学学报(哲学社会科学版), 2023, 49(2): 104-113.
JIANG J R.On the Design of Signage System of Grand Canal National Cultural Park from the Perspective of System Theory[J]. Journal of Jiangsu Normal University (Philosophy and Social Sciences Edition), 2023, 49(2): 104-113.
[8] 陈思. “互联网+” 时代品牌IP化的应用[J]. 武夷学院学报, 2020, 39(8): 33-38.
CHEN S.Application of IP-Based Brand in the Era of “Internet Plus”[J]. Journal of Wuyi University, 2020, 39(8): 33-38.
[9] 袁蕾. 高校校园标识系统设计中校园文化的应用[J]. 艺术家, 2020(9): 45.
YUAN L.Application of Campus Culture in the Design of Campus Logo System in Colleges and Universities[J]. The Artists, 2020(9): 45.
[10] 杨茂林. 融媒体和新文创背景下科普IP形象设计创新方法[J]. 包装工程, 2022, 43(10): 211-220.
YANG M L.Design and Innovation of Popular Science IP Image under the Background of Media Convergence and New Cultural and Creative Design[J]. Packaging Engineering, 2022, 43(10): 211-220.
[11] 梁露茜. 浅谈IP形象设计理念在商业空间设计中的应用[J]. 文化产业, 2022(27): 163-165.
LIANG L (Q/X). On the Application of IP Image Design Concept in Commercial Space Design[J]. Culture Industry, 2022(27): 163-165.
[12] 朱訚. 高等学校校园文化IP品牌形象设计探究[J]. 新美域, 2023(4): 100-102.
ZHU Y.Research on IP Brand Image Design of Campus Culture in Colleges and Universities[J]. New Horizon, 2023(4): 100-102.
[13] 谢雨欣, 董恬汐. 基于美育背景下的校园文化IP设计优化方案研究——以重庆大学“渝小薇”为例[J]. 大众文艺, 2023(15): 69-71.
XIE Y X, DONG T X.Research on IP Design Optimization Scheme of Campus Cul ture Based on Aesthetic Education—Taking Chongqing University's "Yu Xiaowei" as an Example[J]. Popular Culture and Arts, 2023(15): 69-71.
[14] 袁潮, 郑豪. 生成式人工智能影响下的建筑设计新模式[J]. 建筑学报, 2023(10): 29-35.
YUAN C, ZHENG H.A New Architectural Design Methodology in the Age of Ge nerative Artificial Intelligence[J]. Architectural Journal, 2023(10): 29-35.
[15] HO J, JAIN A, ABBEEL P. Denoising Diffusion Probabilistic Models[EB/OL]. (2020-12-16)[2024-08-20]. https://arxiv.org/abs/2006.11239
[16] HU E, SHEN Y, WALLIS P, et al. LoRA: Low-Rank Adaptation of Large Language Models[EB/OL]. (2021-10-16)[2024-08-17]. https://arxiv.org/abs/2106.09685
[17] ZHANG L M, RAO A Y, AGRAWALA M. Adding Conditional Control to Text-to-Image Diffusion Models[EB/OL]. (2023-09-02)[2024-08-20]. https://arxiv.org/abs/2302.05543.
[18] 郭宇轩, 孙林. 基于扩散模型的ControlNet网络虚拟试衣研究[J]. 现代纺织技术, 2024, 32(3): 118-128.
GUO Y X, SUN L.Virtual Fitting Research Based on the Diffusion Model and ControlNet Network[J]. Advanced Textile Technology, 2024, 32(3): 118-128.
[19] 刁建新, 于洋, 薛雅丽. 高校校园标识系统色彩明度设计主观评价实验研究[J]. 河北工业大学学报(社会科学版), 2023, 15(1): 79-86.
DIAO J X, YU Y, XUE Y L.Color Brightness Design of University Campus Logo System: A Subjective Experiment[J]. Journal of Hebei University of Technology (Social Sciences Edition), 2023, 15(1): 79-86.
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