Improved estimation of defocus blur and spatial shifts in spatial domain:: a homotopy-based approach

被引:7
|
作者
Deschênes, F
Ziou, D
Fuchs, P
机构
[1] Univ Sherbrooke, Dept Math & Informat, Quebec City, PQ J1K 2R1, Canada
[2] Ecole Mines Paris, Ctr Robot, F-75272 Paris 06, France
关键词
3D computer vision; unified model; simultaneous parameter estimation; defocus blur; disparity; motion; zoom; homotopy method; generalized moment expansion;
D O I
10.1016/S0031-3203(03)00040-2
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a homotopy-based algorithm for the recovery of depth cues in the spatial domain. The algorithm specifically deals with defocus blur and spatial shifts, that is 2D motion, stereo disparities and/or zooming disparities. These cues are estimated from two images of the same scene acquired by a camera evolving in time and/or space. We show that they can be simultaneously computed by resolving a system of equations using a homotopy method. The proposed algorithm is tested using synthetic and real images. The results confirm that the use of a homotopy method leads to a dense and accurate estimation of depth cues. This approach has been integrated into an application for relief estimation from remotely sensed images. (C) 2003 Pattern Recognition Society. Published by Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:2105 / 2125
页数:21
相关论文
共 50 条
  • [21] Spatial-Scale-Based Blur Kernel Estimation for Blind Motion Deblurring
    Tang, Shu
    Xie, Xianzhong
    Luan, Xiao
    Xia, Ming
    Liu, Peisong
    2017 INTERNATIONAL CONFERENCE ON SECURITY, PATTERN ANALYSIS, AND CYBERNETICS (SPAC), 2017, : 256 - 261
  • [23] Improved accuracy and convergence of homotopy-based solutions for aggregation-fragmentation models
    Kushwah, Prakrati
    Saha, Jitraj
    MATHEMATICAL METHODS IN THE APPLIED SCIENCES, 2023, 46 (06) : 7180 - 7200
  • [24] Defocus Blur Parameter Estimation Using Polynomial Expression and Signature Based Methods
    Gajjar, Ruchi
    Zaveri, Tanish
    2017 4TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING AND INTEGRATED NETWORKS (SPIN), 2017, : 71 - 75
  • [25] An approach to characterizing spatial aspects of image system blur
    Adams, Jesse
    Pillow, Jessica
    Joyce, Kevin
    Brennan, Michael
    Espanol, Malena I.
    Morzfeld, Matthias
    Breckling, Sean
    Champion, Daniel
    Clarkson, Eric
    Coffee, Ryan
    Gehring, Amanda
    Lund, Margaret
    Smalley, Duane
    Williams, Ajanae
    Zier, Jacob
    Frayer, Daniel
    Howard, Marylesa
    Machorro, Eric
    STATISTICAL ANALYSIS AND DATA MINING, 2021, 14 (06) : 583 - 595
  • [26] Adaptive Step Size Approach to Homotopy-Based Particle Filtering Bayesian Update
    Mori, Shozo
    Daum, Fred
    Douglas, Joel
    2016 19TH INTERNATIONAL CONFERENCE ON INFORMATION FUSION (FUSION), 2016, : 2035 - 2042
  • [27] A NEW APPROACH TO ARRAY GEOMETRY FOR IMPROVED SPATIAL SPECTRUM ESTIMATION
    PILLAI, SU
    BARNESS, Y
    HABER, F
    PROCEEDINGS OF THE IEEE, 1985, 73 (10) : 1522 - 1524
  • [28] A time domain method for joint estimation of time delays, Doppler shifts and spatial signatures
    Jakobsson, A
    Swindlehurst, AL
    NINTH IEEE SIGNAL PROCESSING WORKSHOP ON STATISTICAL SIGNAL AND ARRAY PROCESSING, PROCEEDINGS, 1998, : 388 - 391
  • [29] An Improved Detection Algorithm of Snowflake Noise Based On Spatial Domain
    Zhong, Meili
    Pan, Zhenkuan
    Wei, Weibo
    Wang, Guodong
    Niu, Yaoyao
    Wu, Xin
    2014 7TH INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING (CISP 2014), 2014, : 6 - 10
  • [30] Non-iterative and spatial domain focus map estimation based on intentional re-blur from a single image (NasBirSi)
    Lin, Yen-Bor
    Young, Chung-Ping
    Lin, Chih-Hung
    JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2015, 26 : 80 - 93