Surface generation mechanism of the rotary ultrasonic vibration-assisted grinding of aspheric glass ceramics
文献类型:期刊论文
作者 | Sun, Guoyan2,3![]() |
刊名 | INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY
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关键词 | Style transfer Neural networks Image processing Deep learning |
ISSN号 | 0268-3768;1433-3015 |
DOI | 10.1007/s00170-022-10532-5 |
产权排序 | 1 |
英文摘要 | Arbitrary-style-per-model (ASPM) style transfer algorithms transfer arbitrary styles based on a single model. Statistics-based learning algorithms of ASPM, represented by adaptive instance normalization (AdaIN), conduct instance normalization and then perform an affine transformation on target features. These algorithms are computationally efficient and easy to embed in convolutional neural networks. Consequently, they are widely used in image synthesis tasks to control the style of the resulting images. However, the style of stylized images may be a combination of content and stylized images, which suggests that these methods do not transform styles accurately. In this work, we rethink the function of AdaIN in controlling style. We show that the role of AdaIN is to (1) give each input content image a specific optimization target, (2) dynamically set cross-channel correlations, and (3) act as a feature selector after combining it with an activation function. Accordingly, we propose adaptive style modulation (AdaSM), which fully leverages the three roles mentioned above and thereby enables more precise control of global style. Experimental results show that AdaSM provides superior style controllability, alleviates the style blending problem, and outperforms state-of-the-art methods in artistic style transfer tasks. |
语种 | 英语 |
WOS记录号 | WOS:000899462700003 |
出版者 | SPRINGER LONDON LTD |
源URL | [http://ir.opt.ac.cn/handle/181661/96298] ![]() |
专题 | 先进光学元件试制中心 |
作者单位 | 1.Harbin Inst Technol, Ctr Precis Engn Sch Mechatron Engn, Harbin 150001, Peoples R China 2.Chinese Acad Sci, Xian Inst Opt & Precis Mech, Xian 710119, Peoples R China 3.Natl Univ Def Technol, Coll Artificial Intelligence, 109 Deya Rd, Changsha 410003, Peoples R China |
推荐引用方式 GB/T 7714 | Sun, Guoyan,Shi, Feng,Zhang, Bowen,et al. Surface generation mechanism of the rotary ultrasonic vibration-assisted grinding of aspheric glass ceramics[J]. INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY. |
APA | Sun, Guoyan.,Shi, Feng.,Zhang, Bowen.,Zhao, Qingliang.,Zhang, Wanli.,...&Tian, Ye. |
MLA | Sun, Guoyan,et al."Surface generation mechanism of the rotary ultrasonic vibration-assisted grinding of aspheric glass ceramics".INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY |
入库方式: OAI收割
来源:西安光学精密机械研究所
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