SIA OpenIR  > 机器人学研究室
基于非局部张量火车分解的彩色图像修补
Alternative TitleNonlocal Similarity Based Tensor Train Factorization for Color Image Completion
贾慧迪1,2,3; 韩志1,2; 陈希爱1,2; 唐延东1,2
Department机器人学研究室
Source Publication模式识别与人工智能
ISSN1003-6059
2019
Volume32Issue:10Pages:955-963
Indexed ByCSCD
CSCD IDCSCD:6608374
Contribution Rank1
Keyword张量火车分解 非局部相似性 低秩性 图像修补
Abstract

数据在采集和转换的过程中通常存在部分数据丢失的问题,丢失数据的补全直接影响后续的识别、跟踪等高层任务的结果.自然图像中经常存在许多具有重复特性的相似结构,利用该类冗余信息,文中提出基于非局部张量火车分解的张量补全方法.利用图像的非局部相似性,挖掘其中蕴含的低秩特性,并通过张量火车分解模型进行建模及升阶,将低阶张量转化为高阶以进行低秩信息的进一步挖掘利用,从而进行图像中缺失数据的修补.实验验证文中方法在图像修补上的有效性.

Other Abstract

In data acquisition and transformation,the data are more or less lost. Therefore,the results of computer vision tasks such as object recognition and tracking are affected. In a natural image, there are many similar structures and patterns with repeated features. With these similar structures and patterns,a method of nonlocal similarity based tensor train factorization for color image completion is proposed. Nonlocal similarity of images are employed to exploit the low rank feature,and modeling is conducted by tensor train factorization to further mine low rank information through transforming a loworder tensor to higher-order one. Experimental results validate the proposed method in image completion.

Language中文
Citation statistics
Document Type期刊论文
Identifierhttp://ir.sia.cn/handle/173321/26033
Collection机器人学研究室
Corresponding Author韩志
Affiliation1.中国科学院沈阳自动化研究所机器人学国家重点实验室
2.中国科学院机器人与智能制造创新研究院
3.中国科学院大学
Recommended Citation
GB/T 7714
贾慧迪,韩志,陈希爱,等. 基于非局部张量火车分解的彩色图像修补[J]. 模式识别与人工智能,2019,32(10):955-963.
APA 贾慧迪,韩志,陈希爱,&唐延东.(2019).基于非局部张量火车分解的彩色图像修补.模式识别与人工智能,32(10),955-963.
MLA 贾慧迪,et al."基于非局部张量火车分解的彩色图像修补".模式识别与人工智能 32.10(2019):955-963.
Files in This Item: Download All
File Name/Size DocType Version Access License
基于非局部张量火车分解的彩色图像修补.p(2306KB)期刊论文出版稿开放获取CC BY-NC-SAView Download
Related Services
Recommend this item
Bookmark
Usage statistics
Export to Endnote
Google Scholar
Similar articles in Google Scholar
[贾慧迪]'s Articles
[韩志]'s Articles
[陈希爱]'s Articles
Baidu academic
Similar articles in Baidu academic
[贾慧迪]'s Articles
[韩志]'s Articles
[陈希爱]'s Articles
Bing Scholar
Similar articles in Bing Scholar
[贾慧迪]'s Articles
[韩志]'s Articles
[陈希爱]'s Articles
Terms of Use
No data!
Social Bookmark/Share
File name: 基于非局部张量火车分解的彩色图像修补.pdf
Format: Adobe PDF
This file does not support browsing at this time
All comments (0)
No comment.
 

Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.