Adaptive Video Denoising Based on Spatio-temporal Combination

被引:0
|
作者
Di, Hongwei [1 ]
Zhang, Kaihan [1 ]
Gao, Hui [1 ]
机构
[1] Jinan Univ, Inst OptoElect Engn, Guangzhou 510632, Guangdong, Peoples R China
关键词
Spatio-temporal Combination; Motion Detection; Adaptive Threshold; Video Denoising; Unary Linear Regression;
D O I
10.4028/www.scientific.net/AMM.321-324.1230
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
An algorithm of adaptive video denoising base on spatio-temporal combination is demonstrated. The adaptive threshold function is obtained through unary linear regression analysis combining interval estimation and hypothesis test. By motion detection to multi-frame images, still regions and motion regions of video image are distinguished through the adaptive threshold. Temporal weighted average filter to the still regions and spatial ANL filter to the motion regions are used separately. Experimental results show that the proposed algorithm works well.
引用
收藏
页码:1230 / 1233
页数:4
相关论文
共 50 条
  • [1] Adaptive and Recursive Based Spatio-Temporal Filtering for Video Denoising with RWT Transformation
    Shylaja, S. L.
    Kohir, Vinayadatta V.
    [J]. 2015 ANNUAL IEEE INDIA CONFERENCE (INDICON), 2015,
  • [2] Spatio-Temporal Video Denoising Based on Attention Mechanism
    Ji, Kai
    Lei, Weimin
    Zhang, Wei
    [J]. INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2023, 37 (06)
  • [3] A Spatio-Temporal Video Denoising Co-Processor With Adaptive Codec
    Shi, Gang
    Wang, Xianglong
    Ouyang, Yichen
    Yao, Ruoheng
    Chen, Zhuoyu
    Zhang, Wei
    Chen, Lei
    An, Fengwei
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2023, 70 (11) : 4223 - 4234
  • [4] Algorithm of Spatio-temporal Combining Video Denoising Based on Structural Similarity
    Di, Hongwei
    Huang, Chengcheng
    Gao, Hui
    [J]. MEASUREMENT TECHNOLOGY AND ENGINEERING RESEARCHES IN INDUSTRY, PTS 1-3, 2013, 333-335 : 845 - 848
  • [5] Spatio-temporal Markov random field for video denoising
    Chen, Jia
    Tang, Chi-Keung
    [J]. 2007 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOLS 1-8, 2007, : 2232 - +
  • [6] Diverse Video Captioning by Adaptive Spatio-temporal Attention
    Ghaderi, Zohreh
    Salewski, Leonard
    Lensch, Hendrik P. A.
    [J]. PATTERN RECOGNITION, DAGM GCPR 2022, 2022, 13485 : 409 - 425
  • [7] Spatio-Temporal Filter Adaptive Network for Video Deblurring
    Zhou, Shangchen
    Zhang, Jiawei
    Pan, Jinshan
    Xie, Haozhe
    Zuo, Wangmeng
    Ren, Jimmy
    [J]. 2019 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV 2019), 2019, : 2482 - 2491
  • [8] Adaptive Spatio-Temporal Convolutional Network for Video Deblurring
    Duan, Fengzhi
    Yao, Hongxun
    [J]. IMAGE AND GRAPHICS (ICIG 2021), PT III, 2021, 12890 : 777 - 788
  • [9] Learning Spatial and Spatio-Temporal Pixel Aggregations for Image and Video Denoising
    Xu, Xiangyu
    Li, Muchen
    Sun, Wenxiu
    Yang, Ming-Hsuan
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2020, 29 : 7153 - 7165
  • [10] Video denoising using shape-adaptive sparse representation over similar spatio-temporal patches
    Li, Wen
    Zhang, Jun
    Dai, Qiong-hai
    [J]. SIGNAL PROCESSING-IMAGE COMMUNICATION, 2011, 26 (4-5) : 250 - 265