Hardware Implementation of Real-Time Multiple Frame Super-Resolution

被引:0
|
作者
Seyid, Kerem [1 ]
Blanc, Sebastien [1 ]
Leblebici, Yusuf [1 ]
机构
[1] Ecole Polytech Fed Lausanne, Lausanne, Switzerland
关键词
RESOLUTION;
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Super-resolution reconstruction is a method for reconstructing higher resolution images from a set of low resolution observations. The sub-pixel differences among different observations of the same scene allow to create higher resolution images with better quality. In the last thirty years, many methods for creating high resolution images have been proposed. However, hardware implementations of such methods are limited. In this work, highly parallel and pipelined implementation for iterative back projection super-resolution algorithm is presented. The proposed hardware implementation is capable of reconstructing 512x512 sized images from set of 20 lower resolution observations, with real-time capabilities up to 25 frame per second (fps). Explained system has been synthesized and verified via Xilinx VC707 FPGAs. To the best of our knowledge, the system is currently the fastest super-resolution implementation based on FPGA.
引用
收藏
页码:219 / 224
页数:6
相关论文
共 50 条
  • [1] Real-time implementation of super-resolution imaging algorithm
    Hein, C
    [J]. ADVANCED SIGNAL PROCESSING ALGORITHMS, ARCHITECTURES, AND IMPLEMENTATIONS VIII, 1998, 3461 : 501 - 511
  • [2] Real-time UHD video super-resolution and transcoding on heterogeneous hardware
    Dong, Yu
    Song, Li
    Xie, Rong
    Zhang, Wenjun
    [J]. JOURNAL OF REAL-TIME IMAGE PROCESSING, 2020, 17 (06) : 2029 - 2045
  • [3] Real-time UHD video super-resolution and transcoding on heterogeneous hardware
    Yu Dong
    Li Song
    Rong Xie
    Wenjun Zhang
    [J]. Journal of Real-Time Image Processing, 2020, 17 : 2029 - 2045
  • [4] An embedded hardware architecture for real-time super-resolution in infrared cameras
    Redlich, Rodolfo
    Araneda, Luis
    Saavedra, Antonio
    Figueroa, Miguel
    [J]. 19TH EUROMICRO CONFERENCE ON DIGITAL SYSTEM DESIGN (DSD 2016), 2016, : 184 - 191
  • [5] Computationally efficient image restoration and super-resolution algorithms for real-time implementation
    Sundareshan, MK
    [J]. INFRARED AND PASSIVE MILLIMETER-WAVE IMAGING SYSTEMS: DESIGN, ANALYSIS, MODELING, AND TESTING, 2002, 4719 : 306 - 317
  • [6] FPGA Implementation of a Real-Time Super-Resolution System Using a Convolutional Neural Network
    Manabe, Taito
    Shibata, Yuichiro
    Oguri, Kiyoshi
    [J]. 2016 INTERNATIONAL CONFERENCE ON FIELD-PROGRAMMABLE TECHNOLOGY (FPT), 2016, : 249 - 252
  • [7] Low-cost implementation of a super-resolution algorithm for real-time video applications
    Callicó, GM
    López, S
    López, JF
    Sarmiento, R
    Núñez, A
    Llopis, RP
    Sethuramanan, R
    [J]. 2005 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS), VOLS 1-6, CONFERENCE PROCEEDINGS, 2005, : 6130 - 6133
  • [8] Real-Time Non-Rigid Multi-Frame Depth Video Super-Resolution
    Al Ismaeil, Kassem
    Aouada, Djamila
    Solignac, Thomas
    Mirbach, Bruno
    Ottersten, Bjorn
    [J]. 2015 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION WORKSHOPS (CVPRW), 2015,
  • [9] A Real-Time FHD Learning-Based Super-Resolution System Without a Frame Buffer
    Yang, Ming-Che
    Liu, Kuan-Ling
    Chien, Shao-Yi
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2017, 64 (12) : 1407 - 1411
  • [10] Efficient FPGA Implementation of a High-Quality Super-Resolution Algorithm with Real-Time Performance
    Szydzik, Tomasz
    Callico, Gustavo M.
    Nunez, Antonio
    [J]. IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2011, 57 (02) : 664 - 672