Deep Learning Algorithms for Single Image Deraining

被引:0
|
作者
Grigoras, Radu [1 ]
Ciocoiu, Iulian B. [1 ]
机构
[1] Gheorghe Asachi Tech Univ Iasi, Iasi, Romania
关键词
deraining; deep learning; redundant representation; Gaussian Mixture Models; SPARSE;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Three deep learning based algorithms are compared in terms of standard figures of merit and visual quality for single image deraining. The comparative analysis additionally considers several classic approaches based on redundant representations or Gaussian Mixture Models. Experimental results are reported for both synthetic and real images, revealing higher quality of the neural based approaches.
引用
收藏
页数:4
相关论文
共 50 条
  • [31] Single image deraining via deep pyramid network with spatial contextual information aggregation
    Wang, Cong
    Wu, Yutong
    Cai, Yu
    Yao, Guangle
    Su, Zhixun
    Wang, Hongyan
    APPLIED INTELLIGENCE, 2020, 50 (05) : 1437 - 1447
  • [32] Meta-learning based relation and representation learning networks for single-image deraining
    Gao, Xinjian
    Wang, Yang
    Cheng, Jun
    Xu, Mingliang
    Wang, Meng
    PATTERN RECOGNITION, 2021, 120
  • [33] Single image deraining via deep pyramid network with spatial contextual information aggregation
    Cong Wang
    Yutong Wu
    Yu Cai
    Guangle Yao
    Zhixun Su
    Hongyan Wang
    Applied Intelligence, 2020, 50 : 1437 - 1447
  • [34] Alternating attention Transformer for single image deraining
    Yang, Dawei
    He, Xin
    Zhang, Ruiheng
    DIGITAL SIGNAL PROCESSING, 2023, 141
  • [35] Analysis of Deep Learning Algorithms for Image Denoising
    Choudhary, Nikita
    Sharma, Rakesh
    ADVANCES IN SIGNAL PROCESSING AND COMMUNICATION ENGINEERING, ICASPACE 2021, 2022, 929 : 151 - 160
  • [37] RainFormer: a pyramid transformer for single image deraining
    Hao Yang
    Dongming Zhou
    Jinde Cao
    Qian Zhao
    Miao Li
    The Journal of Supercomputing, 2023, 79 : 6115 - 6140
  • [38] RainFormer: a pyramid transformer for single image deraining
    Yang, Hao
    Zhou, Dongming
    Cao, Jinde
    Zhao, Qian
    Li, Miao
    JOURNAL OF SUPERCOMPUTING, 2023, 79 (06): : 6115 - 6140
  • [39] Single Image Deraining: A Comprehensive Benchmark Analysis
    Li, Siyuan
    Araujo, Iago Breno
    Ren, Wenqi
    Wang, Zhangyang
    Tokuda, Eric K.
    Hirata Junior, Roberto
    Cesar-Junior, Roberto
    Zhang, Jiawan
    Guo, Xiaojie
    Cao, Xiaochun
    2019 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2019), 2019, : 3833 - 3842
  • [40] A FAST AND EFFICIENT NETWORK FOR SINGLE IMAGE DERAINING
    Yang, Youzhao
    Lu, Hong
    2021 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP 2021), 2021, : 2030 - 2034