Image inpainting via modified exemplar-based inpainting with two-stage structure tensor and image sparse representation

被引:0
|
作者
Yodjai, Petcharaporn [1 ]
Kumam, Poom [1 ,2 ]
Martinez-Moreno, Juan [3 ]
Jirakitpuwapat, Wachirapong [4 ]
机构
[1] King Mongkuts Univ Technol Thonburi KMUTT, Fac Sci, Dept Math, KMUTT Fixed Point Res Lab, Sci Lab Bldg, Bangkok 10140, Thailand
[2] King Mongkuts Univ Technol Thonburi KMUTT, Fac Sci, Ctr Excellence Theoret & Computat Sci TaCS CoE, 126 Pracha Uthit Rd, Bangkok 10140, Thailand
[3] Univ Jaen, Dept Math, Jaen, Spain
[4] King Mongkuts Univ Technol North Bangkok, Fac Sci Energy & Environm, Rayong, Thailand
关键词
exemplar-based inpainting; image inpainting problem; sparse representation; structure tensor; texture synthesis;
D O I
10.1002/mma.10058
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
The approach described in this research is an exemplar-based inpainting problem that combines a two-stage structure tensor and image sparse representation to fill in any missing pixels. An important step is to select the filling order and local intensity smoothness, as well as to ensure that the structure is not destroyed. We employ a two-stage structure tensor-based priority for the filling order: finding the candidate patches and determining the appropriate weight of each candidate patch under the constraint of local patch consistency, then applying a blend of a sparse linear combination of candidate patches to fill in the missing region of the image. In addition, this technique may also be used for object removal. The proposed method yields results that are visually natural and qualitative.
引用
收藏
页码:9027 / 9045
页数:19
相关论文
共 50 条
  • [1] Exemplar-based image inpainting using adaptive two-stage structure-tensor based priority function and nonlocal filtering
    Xu, Ting
    Huang, Ting-Zhu
    Deng, Liang-Jian
    Zhao, Xi-Le
    Hu, Jin-Fan
    JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2022, 83
  • [2] Exemplar-based Image Inpainting using Structure Tesnor
    Liu Kui
    Tan Jieqing
    Su Benyue
    PROCEEDINGS OF THE 2013 INTERNATIONAL CONFERENCE ON ADVANCED COMPUTER SCIENCE AND ELECTRONICS INFORMATION (ICACSEI 2013), 2013, 41 : 619 - 623
  • [3] Exemplar-Based Image Inpainting Using a Modified Priority Definition
    Deng, Liang-Jian
    Huang, Ting-Zhu
    Zhao, Xi-Le
    PLOS ONE, 2015, 10 (10):
  • [4] A Variational Framework for Exemplar-Based Image Inpainting
    Arias, Pablo
    Facciolo, Gabriele
    Caselles, Vicent
    Sapiro, Guillermo
    INTERNATIONAL JOURNAL OF COMPUTER VISION, 2011, 93 (03) : 319 - 347
  • [5] An Effective Exemplar-based Image Inpainting Method
    Yin, Lixin
    Chang, Chen
    PROCEEDINGS OF 2012 IEEE 14TH INTERNATIONAL CONFERENCE ON COMMUNICATION TECHNOLOGY, 2012, : 739 - 743
  • [6] An Improved Exemplar-based Image Inpainting Algorithm
    Xiang, Chunyang
    Duan, Pengsong
    Cao, Yangjie
    Shi, Lei
    2014 PROCEEDINGS OF THE 9TH INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE & EDUCATION (ICCSE 2014), 2014, : 770 - 775
  • [7] Enhancing Image Inpainting With Deep Learning Segmentation and Exemplar-Based Inpainting
    Jirakipuwapat, Wachirapong
    Sombut, Kamonrat
    Yodjai, Petcharaporn
    Seangwattana, Thidaporn
    MATHEMATICAL METHODS IN THE APPLIED SCIENCES, 2025,
  • [8] Image inpainting with improved exemplar-based approach
    Chen, Qiang
    Zhang, Yingxiang
    Liu, Yuncai
    MULTIMEDIA CONTENT ANALYSIS AND MINING, PROCEEDINGS, 2007, 4577 : 242 - +
  • [9] A Variational Framework for Exemplar-Based Image Inpainting
    Pablo Arias
    Gabriele Facciolo
    Vicent Caselles
    Guillermo Sapiro
    International Journal of Computer Vision, 2011, 93 : 319 - 347
  • [10] Entropy Constrained Exemplar-based Image Inpainting
    Vantigodi, Suraj
    Babu, R. Venkatesh
    2014 INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING AND COMMUNICATIONS (SPCOM), 2014,