Classifier-guided Multi-style Tile Image Generation Method

瓦片 人工智能 计算机科学 图像拼接 计算机视觉 分类器(UML) 纹理合成 图像纹理 图像(数学) 模式识别(心理学) 图像分割 艺术 视觉艺术
作者
Jianfeng Lu,Mengtao Shi,Changcheng Song,Wangbo Zhao,Lifeng Xi,Mahmoud Emam
出处
期刊:Journal of King Saud University - Computer and Information Sciences [Elsevier BV]
卷期号:36 (1): 101899-101899
标识
DOI:10.1016/j.jksuci.2023.101899
摘要

Image generative models for ceramic tile design lack style diversity and controllability of high-quality generated styles. It is difficult to find a series of ceramic tiles with the same texture but distinct styles, that makes it a challenging for users to select from a limited number of tiles with a single style. Although, Generative Adversarial Networks (GANs) can slightly increase the style diversity of tile images, the style controllability remains very weak. Additionally, concatenating generated tile image blocks to obtain a larger texture region can easily result in seams at the boundaries that decrease image quality. In this paper, we propose a style transfer method for ceramic tiles texture generation that combines a classifier-guided StyleGAN with AdaIN-GAN to overcome the above limitations. Firstly, we introduce a new conditional classifier-guided module into the StyleGAN. With the guidance of the input condition vector, the output image is made to have the tile style characteristics that match the vector. At the same time, the fusion of the condition vectors realizes the style gradient effect of the tile image to expand the style diversity. Secondly, we use the AdaIN-GAN to color the original texture in tile style. The style images generated by StyleGAN are then used as a dataset for model training to enhance the generalization ability of the model and achieve a style transfer effect with fixed texture features but significantly diverse styles. Finally, a linear weighted image stitching method is adopted, which uses an adaptive kernel linear weighted matrix to cover and splice arbitrary seams with image blocks, thereby successfully eliminating seams and enhancing image continuity. When this method is applied to high-resolution tile image generation, the method still maintains higher continuity and clearer image quality. Extensive experiments and human evaluation confirm the superior performance of the proposed method compared with other SOTA methods. The experimental results also verify that the new tile images generated by the proposed algorithm have diverse styles and meet the design requirements for tile style diversity.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
PDF的下载单位、IP信息已删除 (2025-6-4)

科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
cyan发布了新的文献求助30
1秒前
2秒前
天天快乐应助喜喵喵采纳,获得10
2秒前
shinysparrow应助dream采纳,获得200
2秒前
4秒前
KevenDing完成签到,获得积分10
6秒前
wulalala发布了新的文献求助30
7秒前
CipherSage应助loski采纳,获得10
7秒前
我是老大应助loski采纳,获得10
7秒前
完美世界应助loski采纳,获得10
8秒前
李健应助loski采纳,获得10
8秒前
欣喜沛芹发布了新的文献求助10
10秒前
可爱的函函应助橙色小人采纳,获得10
11秒前
ED应助多发论文采纳,获得10
13秒前
13秒前
量子星尘发布了新的文献求助10
13秒前
Owen应助机智思真采纳,获得10
14秒前
传奇3应助loski采纳,获得10
15秒前
万能图书馆应助自觉的凛采纳,获得10
17秒前
21秒前
积极幻桃应助ssjjzhou采纳,获得10
22秒前
讨厌科研完成签到,获得积分10
23秒前
26秒前
Xw发布了新的文献求助10
28秒前
29秒前
失眠的霸完成签到,获得积分10
30秒前
ChatGPT发布了新的文献求助10
31秒前
33秒前
多发论文完成签到,获得积分20
34秒前
34秒前
35秒前
su发布了新的文献求助10
35秒前
Xw关闭了Xw文献求助
35秒前
大个应助fjm采纳,获得10
38秒前
而为发布了新的文献求助30
38秒前
机智思真发布了新的文献求助10
38秒前
木樨316完成签到,获得积分10
38秒前
41秒前
花花完成签到 ,获得积分10
43秒前
沉默的小天鹅应助耀阳采纳,获得10
43秒前
高分求助中
A new approach to the extrapolation of accelerated life test data 1000
ACSM’s Guidelines for Exercise Testing and Prescription, 12th edition 500
‘Unruly’ Children: Historical Fieldnotes and Learning Morality in a Taiwan Village (New Departures in Anthropology) 400
Indomethacinのヒトにおける経皮吸収 400
Phylogenetic study of the order Polydesmida (Myriapoda: Diplopoda) 370
基于可调谐半导体激光吸收光谱技术泄漏气体检测系统的研究 350
Robot-supported joining of reinforcement textiles with one-sided sewing heads 320
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 生物化学 物理 内科学 纳米技术 计算机科学 化学工程 复合材料 遗传学 基因 物理化学 催化作用 冶金 细胞生物学 免疫学
热门帖子
关注 科研通微信公众号,转发送积分 3989378
求助须知:如何正确求助?哪些是违规求助? 3531442
关于积分的说明 11254002
捐赠科研通 3270126
什么是DOI,文献DOI怎么找? 1804887
邀请新用户注册赠送积分活动 882087
科研通“疑难数据库(出版商)”最低求助积分说明 809173