Multiple depth layers and all-in-focus image generations by blurring and deblurring operations

被引:6
|
作者
Tung, Shih-Shuo [1 ]
Hwang, Wen-Liang [1 ]
机构
[1] Acad Sinica, Inst Informat Sci, 128 Acad Rd,Sect 2, Taipei 11529, Taiwan
关键词
Image depth estimation; All-in-focus image; Depth from defocus; SINGLE; ALGORITHM;
D O I
10.1016/j.patcog.2017.03.035
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this work, we propose novel methods for the generation of multiple depth layers and all-in-focus images. Multiple depth layers are produced by applying a sequence of blurring and deblurring operations to determine the depth. The proposed method makes no assumptions with regard to the properties of the scene in resolving depth ambiguity in complex images. We also developed a method by which to generate all-in-focus images, in which the sharpness is preserved and instabilities imposed by conventional deblurring operations largely eliminated. This method involves updating outliers, for which depth was over-estimated, while compensating for errors in the estimation of depth imposed by deblurring. (C) 2017 Elsevier Ltd. All rights reserved.
引用
收藏
页码:184 / 198
页数:15
相关论文
共 50 条
  • [1] All-in-focus Image Reconstruction with Depth Sensing
    Sui, ZHong-shan
    Li, Jun-shan
    Fan, Jing-bo
    Ren, Xin-bo
    Li, Yan
    Liu, Ya-li
    2016 9TH INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING, BIOMEDICAL ENGINEERING AND INFORMATICS (CISP-BMEI 2016), 2016, : 178 - 183
  • [2] All-in-focus and multi-focus color image reconstruction from a database of color and depth image pairs
    Seung-Won Jung
    Jong Hyuk Park
    Young-Sik Jeong
    Multimedia Tools and Applications, 2016, 75 : 15493 - 15507
  • [3] All-in-focus and multi-focus color image reconstruction from a database of color and depth image pairs
    Jung, Seung-Won
    Park, Jong Hyuk
    Jeong, Young-Sik
    MULTIMEDIA TOOLS AND APPLICATIONS, 2016, 75 (23) : 15493 - 15507
  • [4] Analysis of all-in-focus image processing in image restoration
    Jiaqi Li
    Xiaolin Tian
    Multimedia Tools and Applications, 2017, 76 : 14733 - 14757
  • [5] Analysis of all-in-focus image processing in image restoration
    Li, Jiaqi
    Tian, Xiaolin
    MULTIMEDIA TOOLS AND APPLICATIONS, 2017, 76 (13) : 14733 - 14757
  • [6] Microscopic vision system with all-in-focus and depth images
    Ohba, K
    Ortega, JCP
    Tanie, K
    Tsuji, M
    Yamada, S
    MACHINE VISION AND APPLICATIONS, 2003, 15 (02) : 55 - 62
  • [7] Microscopic vision system with all-in-focus and depth images
    Kohtaro Ohba
    Jesus Carlos Pedraza Ortega
    Kazuo Tanie
    Masataka Tsuji
    Shigeru Yamada
    Machine Vision and Applications, 2003, 15 : 55 - 62
  • [8] Construction of All-in-Focus Images Assisted by Depth Sensing
    Liu, Hang
    Li, Hengyu
    Luo, Jun
    Xie, Shaorong
    Sun, Yu
    SENSORS, 2019, 19 (06)
  • [9] Autofocusing panoramic radiographic image by all-in-focus image fusion
    Van-Giang Nguyen
    Van Ha Tang
    2020 RIVF INTERNATIONAL CONFERENCE ON COMPUTING & COMMUNICATION TECHNOLOGIES (RIVF 2020), 2020, : 364 - 366
  • [10] All-in-focus image reconstruction under severe defocus
    Alonso, Julia R.
    Fernandez, Ariel
    Ayubi, Gaston A.
    Ferrari, Jose A.
    OPTICS LETTERS, 2015, 40 (08) : 1671 - 1674