FPGA Implementation of Haze Removal Technique Based on Dark Channel Prior

被引:1
|
作者
Varalakshmi, J. [1 ]
Jose, Deepa [2 ]
Kumar, P. Nirmal [1 ]
机构
[1] Anna Univ, Dept ECE, CEG, Appl Elect, Chennai 600025, Tamil Nadu, India
[2] KCG Coll Technol, Dept ECE, Chennai 600097, Tamil Nadu, India
来源
COMPUTATIONAL VISION AND BIO-INSPIRED COMPUTING | 2020年 / 1108卷
关键词
Haze removal; FPGA; Structural Similarity index (SSIM);
D O I
10.1007/978-3-030-37218-7_71
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Image dehazing is a much innovative and growing technology in applications of computer vision. Haze removal technique in FPGA using Nexys 4 DDR is implemented in this paper. The dark channel prior (DCP) has been an efficient dehazing technique. However, DCP can induce inaccurate approximation of transmission which results in colour distortion and halo effects in the brighter regions of an image. The proposed algorithm is implemented for haze removal of image to avoid the colour distortion of haze in bright and in nonbright areas with less complexity. The algorithm that is proposed in this paper is compared with the DCP method and the Tarel algorithm using Structural Similarity index (SSIM). The results show that the proposed algorithm removes haze effectively in both bright and non-bright areas of an image and the implementation in FPGA is done with less computational complexity. Implementation of dehazing in FPGA can be used in many applications of computer vision such as surveillance, military and transportation areas.
引用
收藏
页码:624 / 630
页数:7
相关论文
共 50 条
  • [1] Parallel Implementation and Optimization of Haze Removal Using Dark Channel Prior Based on CUDA
    Xue, Yungang
    Ren, Ju
    Su, Huayou
    Wen, Mei
    Zhang, Chunyuan
    HIGH PERFORMANCE COMPUTING, 2013, 207 : 99 - 109
  • [2] Fast Haze Removal of UAV Images Based on Dark Channel Prior
    Zhang, Siyu
    Li, Congli
    Xue, Song
    IMAGE AND VIDEO TECHNOLOGY (PSIVT 2017), 2018, 10799 : 254 - 267
  • [3] Image Haze Removal of Wiener Filtering Based on Dark Channel Prior
    Shuai, Yanjuan
    Liu, Rui
    He, Wenzhang
    PROCEEDINGS OF THE 2012 EIGHTH INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND SECURITY (CIS 2012), 2012, : 318 - 322
  • [4] Modified Image Haze Removal Algorithm Based on Dark Channel Prior
    Hu, Junpeng
    Li, Zuoyong
    Chen, Xinwei
    2019 IEEE INTL CONF ON PARALLEL & DISTRIBUTED PROCESSING WITH APPLICATIONS, BIG DATA & CLOUD COMPUTING, SUSTAINABLE COMPUTING & COMMUNICATIONS, SOCIAL COMPUTING & NETWORKING (ISPA/BDCLOUD/SOCIALCOM/SUSTAINCOM 2019), 2019, : 1600 - 1605
  • [5] Image Haze Removal Using Dark Channel Prior
    Liu, ShaSha
    Shen, Xianghui
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON COMPUTER, NETWORKS AND COMMUNICATION ENGINEERING (ICCNCE 2013), 2013, 30 : 269 - 271
  • [6] Image-Based Automated Haze Removal Using Dark Channel Prior
    Uddin, Mohammad Shorif
    Gautam, Bishal
    Sarker, Aditi
    Akter, Morium
    Haque, Mohammad Reduanul
    2017 IEEE REGION 10 HUMANITARIAN TECHNOLOGY CONFERENCE (R10-HTC), 2017, : 412 - 415
  • [7] SINGLE IMAGE HAZE REMOVAL BASED ON SALIENCY DETECTION AND DARK CHANNEL PRIOR
    Zhang, Libao
    Wang, Xiaohan
    She, Chen
    2017 24TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2017, : 4292 - 4296
  • [8] Accelerated haze removal for a single image by dark channel prior
    Bo-xuan Yue
    Kang-ling Liu
    Zi-yang Wang
    Jun Liang
    Frontiers of Information Technology & Electronic Engineering, 2019, 20 : 1109 - 1118
  • [9] Accelerated haze removal for a single image by dark channel prior
    Yue, Bo-xuan
    Liu, Kang-ling
    Wang, Zi-yang
    Liang, Jun
    FRONTIERS OF INFORMATION TECHNOLOGY & ELECTRONIC ENGINEERING, 2019, 20 (08) : 1109 - 1118
  • [10] Single Image Haze Removal Using Dark Channel Prior
    He, Kaiming
    Sun, Jian
    Tang, Xiaoou
    CVPR: 2009 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOLS 1-4, 2009, : 1956 - +