DSP-based image real-time dehazing optimization for improved dark-channel prior algorithm

被引:9
|
作者
Lu, Jinzheng [1 ]
Dong, Chuan [1 ]
机构
[1] Southwest Univ Sci & Technol, Sch Informat Engn, 59 Qinglong Rd, Mianyang 621010, Sichuan, Peoples R China
关键词
Image dehazing; Dark-channel prior; Software pipeline; Single instruction multiple data (SIMD); Intrinsic instructions; CONTRAST ENHANCEMENT;
D O I
10.1007/s11554-019-00933-3
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
To solve the problem of non-real-time processing of image dehazing using traditional dark-channel prior algorithm, this work studies image real-time penetrating fog optimization technologies based on digital signal processor (DSP) devices. Using jointed optimization mechanism between algorithm and device, we can achieve real-time processing. During algorithm optimization, mean filter characterized low computation substitutes the guided filter which is the most complex in dark-channel algorithm for dehazing. In optimization of image processing task under the embedded device, we empirically construct two-step optimization strategy for raising speed of processing. Thereupon, the awful division calculation for DSP device is achieved approximately by multiplication after the reciprocal operation. We utilize the specified template which is considerably designed to realize mean filter. Thus, the division factor in the template can be calculated innovatively via shift instructions featured on DSP. The experimental results show that the optimization solution provided has realized real-time image dehazing processing for standard-definition and high-definition at frame rate of 25 fps over C6748 pure DSP device featured 456 MHz clock, at the same time the effect of penetrating fog is not remarkably degraded. The optimization methods or ideas can easily be transplanted to similar platform.
引用
收藏
页码:1675 / 1684
页数:10
相关论文
共 50 条
  • [21] Single-Image Dehazing Based on Improved Bright Channel Prior and Dark Channel Prior
    Li, Chuan
    Yuan, Changjiu
    Pan, Hongbo
    Yang, Yue
    Wang, Ziyan
    Zhou, Hao
    Xiong, Hailing
    ELECTRONICS, 2023, 12 (02)
  • [22] An image fusion dehazing algorithm based on dark channel prior and retinex
    Wei, Zhongliang
    Zhu, Guangli
    Liang, Xingzhu
    Liu, Wenjuan
    INTERNATIONAL JOURNAL OF COMPUTATIONAL SCIENCE AND ENGINEERING, 2020, 23 (02) : 115 - 123
  • [23] Improved single image dehazing using dark channel prior
    Fu, Zhizhong
    Yang, Yanjing
    Shu, Chang
    Li, Yuan
    Wu, Honggang
    Xu, Jin
    JOURNAL OF SYSTEMS ENGINEERING AND ELECTRONICS, 2015, 26 (05) : 1070 - 1079
  • [24] Aerial image dehazing using improved dark channel prior
    Han H.-N.
    Qian F.
    Lü J.-W.
    Zhang B.
    Guangxue Jingmi Gongcheng/Optics and Precision Engineering, 2020, 28 (06): : 1387 - 1394
  • [25] Improved single image dehazing using dark channel prior
    Zhizhong Fu
    Yanjing Yang
    Chang Shu
    Yuan Li
    Honggang Wu
    Jin Xu
    Journal of Systems Engineering and Electronics, 2015, 26 (05) : 1070 - 1079
  • [26] Single Image Dehazing Using Improved Dark Channel Prior
    Kumar, Yogesh
    Gautam, Jimmy
    Gupta, Ashutosh
    Kakani, Bhavin V.
    Chaudhary, Himansu
    2ND INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING AND INTEGRATED NETWORKS (SPIN) 2015, 2015, : 564 - 569
  • [27] Development and optimization of a DSP-based real-time lane detection algorithm on a mobile platform
    Kucukyildiz, Gurkan
    Ocak, Hasan
    TURKISH JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCES, 2014, 22 (06) : 1484 - 1500
  • [28] An Adaptive and Effective Single Image Dehazing Algorithm Based on Dark Channel Prior
    Zhu, Qingsong
    Yang, Shuai
    Heng, Pheng Ann
    Li, Xuelong
    2013 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND BIOMIMETICS (ROBIO), 2013, : 1796 - 1800
  • [29] Single image dehazing based on dark channel prior
    Tao, Shuyin
    Feng, Huajun
    Xu, Zhihai
    Li, Qi
    MIPPR 2011: AUTOMATIC TARGET RECOGNITION AND IMAGE ANALYSIS, 2011, 8003
  • [30] DSP-based parallel optimization for real-time video stitching
    Xiaofeng Huang
    Ran Tang
    Yang Zhou
    Haibing Yin
    Chenggang Yan
    Journal of Real-Time Image Processing, 2023, 20