FPGA HARDWARE DESIGN FOR PLENOPTIC 3D IMAGE PROCESSING ALGORITHM TARGETING A MOBILE APPLICATION

被引:2
|
作者
Bhatti, Faraz [1 ]
Greiner, Thomas [1 ]
机构
[1] Pforzheim Univ, Pforzheim, Germany
关键词
Plenoptic camera; light-field camera; 3D image processing; FPGA hardware and optimizations;
D O I
10.1109/ICASSP39728.2021.9414690
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
Over the past years, widespread use of applications based on 3D image processing has increased rapidly. It is being employed in various fields, such as research, medicine and automation. Plenoptic camera system is used to capture light-field that can be exploited to estimate the 3D depth of the scene. The respective algorithms consist of a large number of computation-intensive instructions. It eventually leads to the problem of large execution time of the algorithm. Moreover, they require substantial amount of memory cells for the storage of intermediate and final results. Desktop GPU based solutions are power intensive and therefore cannot be used in the mobile applications with low energy requirements. The idea presented in this paper is to use the FPGA based hardware design to improve the performance of a 3D depth estimation algorithm by utilizing the advantage of concurrent execution. The algorithm is implemented, evaluated and the results show that FPGA design reduces the respective execution time significantly.
引用
收藏
页码:7863 / 7867
页数:5
相关论文
共 50 条
  • [21] Application of Image Processing and Circular Statistics to 3D Cellular Alignment
    Jelfs, Beth
    Gilliam, Christopher
    2020 ASIA-PACIFIC SIGNAL AND INFORMATION PROCESSING ASSOCIATION ANNUAL SUMMIT AND CONFERENCE (APSIPA ASC), 2020, : 992 - 1000
  • [22] Stacking Integration Methodologies in 3D IC for 3D Ultrasound Image Processing Application: A Stochastic Flash ADC Design Case Study
    Attarzadeh, Hourieh
    Lim, Sung Kyu
    Ytterdal, Trond
    2015 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS), 2015, : 1266 - 1269
  • [23] Design of image sampling and processing system on 3D measuring machine
    Zhao, Can
    Cheng, Jun-Ting
    Jilin Daxue Xuebao (Gongxueban)/Journal of Jilin University (Engineering and Technology Edition), 2006, 36 (SUPPL. 1): : 56 - 59
  • [24] Design of image sampling and processing system on 3D measuring machine
    Zhao, Can
    Cheng, Junting
    CMESM 2006: PROCEEDINGS OF THE 1ST INTERNATIONAL CONFERENCE ON ENHANCEMENT AND PROMOTION OF COMPUTATIONAL METHODS IN ENGINEERING SCIENCE AND MECHANICS, 2006, : 375 - 379
  • [25] Image processing for 3D imaging
    Marques, F
    Lavagetto, F
    Strintzis, MG
    SIGNAL PROCESSING-IMAGE COMMUNICATION, 2002, 17 (09) : 653 - 655
  • [26] Design of 3D FFTs with FPGA Clusters
    Sheng, Jiayi
    Humphries, Ben
    Zhang, Hansen
    Herbordt, Martin C.
    2014 IEEE HIGH PERFORMANCE EXTREME COMPUTING CONFERENCE (HPEC), 2014,
  • [27] Implement of Stereo Image Correction for 3D Optical Microscope and Design Hardware System
    Yoon, Jiyoung
    Baek, Nakhoon
    Kim, Cheolhwan
    Lee, Hwanyong
    2016 6TH INTERNATIONAL CONFERENCE ON IT CONVERGENCE AND SECURITY (ICITCS 2016), 2016, : 22 - 26
  • [28] Research on computer 3D image encryption processing based on the nonlinear algorithm
    Bian, Longlong
    Chen, Jianwei
    Soni, Mukesh
    Bhola, Jyoti
    Kumar, Harish
    Jawarneh, Malik
    NONLINEAR ENGINEERING - MODELING AND APPLICATION, 2022, 11 (01): : 664 - 671
  • [29] 3D EM/MPM Image Segmentation Using an FPGA Embedded Design Implementation
    Liu, Chao
    Sun, Yan
    Christopher, Lauren
    JOURNAL OF SIGNAL PROCESSING SYSTEMS FOR SIGNAL IMAGE AND VIDEO TECHNOLOGY, 2015, 81 (03): : 411 - 424
  • [30] An algorithm for 3D image segmentation
    Zhi, Ding
    Dong Yu-ning
    PROCEEDINGS OF THE FOURTH INTERNATIONAL CONFERENCE ON IMAGE AND GRAPHICS, 2007, : 383 - +