Space-variant image deblurring on smartphones using inertial sensors

被引:9
|
作者
Sindelar, Ondrej [1 ]
Sroubek, Filip [1 ]
Milanfar, Peyman [2 ]
机构
[1] Acad Sci Czech Republ, Inst Informat Theory & Automat, Vodarenskou Vezi 4, CR-18208 Prague 8, Czech Republic
[2] Univ Calif, Santa Cruz Elect Engn Dept, Santa Cruz, CA 95064 USA
关键词
space-variant deconvolution; gyroscope; mobile phone;
D O I
10.1109/CVPRW.2014.34
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Low-light hand-held photography requires long exposures and leads to space-variant blur degradation. Removing blur without any information about the camera motion is a computationally demanding and unstable process. In this demo system, we use rotational inertial sensors (gyroscopes) to detect the motion trajectory of the camera during exposure and then use it as a base for removing blur from the acquired photographs. The demo is a close-to-real-time deblurring technology, implemented on an Android smartphone.
引用
收藏
页码:191 / +
页数:2
相关论文
共 50 条
  • [1] SPACE-VARIANT DEBLURRING USING ONE BLURRED AND ONE UNDEREXPOSED IMAGE
    Sorel, Michal
    Sroubek, Filip
    [J]. 2009 16TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-6, 2009, : 157 - 160
  • [2] Space-Variant Text Image Deblurring with Nonconvex Constraint
    Nie, Xin
    Liu, Ryan Wen
    Lu, Tongwei
    [J]. TENTH INTERNATIONAL CONFERENCE ON DIGITAL IMAGE PROCESSING (ICDIP 2018), 2018, 10806
  • [3] Recent Advances in Space-Variant Deblurring and Image Stabilization
    Sorel, Michal
    Sroubek, Filip
    Flusser, Jan
    [J]. UNEXPLODED ORDNANCE DETECTION AND MITIGATION, 2009, : 259 - 272
  • [4] Disparity-based space-variant image deblurring
    Je, Changsoo
    Jeon, Hyeon Sang
    Son, Chang-Hwan
    Park, Hyung-Min
    [J]. SIGNAL PROCESSING-IMAGE COMMUNICATION, 2013, 28 (07) : 792 - 808
  • [5] Deblurring Space-Variant Blur by Adding Noisy Image
    Klapp, Iftach
    Sochen, Nir
    Mendlovic, David
    [J]. SCALE SPACE AND VARIATIONAL METHODS IN COMPUTER VISION, 2012, 6667 : 157 - +
  • [6] Image Deblurring using Smartphone Inertial Sensors
    Hu, Zhe
    Yuan, Lu
    Lin, Stephen
    Yang, Ming-Hsuan
    [J]. 2016 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2016, : 1855 - 1864
  • [7] Image Deblurring using Inertial Measurement Sensors
    Joshi, Neel
    Kang, Sing Bing
    Zitnick, C. Lawrence
    Szeliski, Richard
    [J]. ACM TRANSACTIONS ON GRAPHICS, 2010, 29 (04):
  • [8] Research on a maximum likelihood method for space-variant coded image deblurring
    Zhao, Zongqing
    Hao, Yidan
    Yuan, Yongteng
    Jiang, Wei
    Miao, Wenyong
    Ding, Yongkun
    [J]. NUCLEAR INSTRUMENTS & METHODS IN PHYSICS RESEARCH SECTION A-ACCELERATORS SPECTROMETERS DETECTORS AND ASSOCIATED EQUIPMENT, 2010, 613 (01): : 141 - 144
  • [9] Design issues on CMOS space-variant image sensors
    Pardo, F
    Boluda, JA
    Perez, JJ
    Dierickx, B
    Scheffer, D
    [J]. ADVANCED FOCAL PLANE ARRAYS AND ELECTRONIC CAMERAS, 1996, 2950 : 98 - 107
  • [10] Space-variant blur kernel estimation and image deblurring through kernel clustering
    Alam, M. Zeshan
    Qian, Qinchun
    Gunturk, Bahadir K.
    [J]. SIGNAL PROCESSING-IMAGE COMMUNICATION, 2019, 76 : 41 - 55