[1] [1] SCHNEIDER C A,RASBAND W S,ELICEIRI K W.NIH Image to ImageJ:25 years of image analysis［J］.Nature Methods,2012,9(7):671-675.

[2] [2] YI Z L,ZHANG H,TAN P,et al.DualGAN:unsupervised dual learning for image-to-image translation［C］//International Conference on Computer Vision.Venice:IEEE,2017:2868-2876.

[4] [4] YOU S D,TAN R T,KAWAKAMI R,et al.Adherent raindrop modelingdetection and removal in video［J］.IEEE Transactions on Pattern Analysis and Machine Intelligence,2016,38(9):1721-1733.

[5] [5] ZHANG X P,LI H,QI Y Y,et al.Rain removal in video by combining temporal and chromatic properties［C］//International Conference on Multimedia and Expo.Toronto:IEEE,2006:461-464.

[6] [6] KANG L W,LIN C W,FU Y H.Automatic single-image-based rain streaks removal via image decomposition［J］.IEEE Transactions on Image Processing,2012,21(4):1742,1755.

[7] [7] ZHANG Y,JIANG Z,DAVIS L S.Learning structured low-rank representations for image classification［C］//Conference on Computer Vision and Pattern Recognition.Portland:IEEE,2013:676-683.

[8] [8] LI Y,TAN R T,GUO X J,et al.Rain streak removal using layer priors［C］//Conference on Computer Vision and Pattern Recognition.Las Vegas:IEEE,2016:2736-2744.

[9] [9] CHEN Y L,HSU C T.A generalized low-rank appearance model for spatiotemporally correlated rain streaks［C］//International Conference on Computer Vision.Sydney:IEEE,2013:1968,1975.

[10] [10] ZHANG H,PATEL V M.Convolutional sparse and low-rank codingbased rain streak removal［C］//Winter Conference on Applications of Computer Vision.Santa Rosa:IEEE,2017:1259-1267.

[11] [11] FU X Y,HUANG J B,DING X H,et al.Clearing the skies:a deep network architecture for singleimage rain removal［J］.IEEE Transactions on Image Processing,2017,26(6):2944-2956.

[12] [12] REN Y,NIE M Z,LI S C,et al.Single image de-raining via improved generative adversarial nets［J］.Sensors,2020,20(6):1591.

[13] [13] QIAN R,TAN R T,YANG W H,et al.Attentive generative adversarial network for raindrop removal from a single image［C］//IEEE/CVF Conference on Computer Vision and Pattern Recognition.Salt Lake City:IEEE,2018:2482-2491.

[14] [14] MAO X J,SHEN C H,YANG Y B.Image restoration using convolutional autoencoders with symmetric skip connections［EB/OL］.(2016-08-30)［2023-01-03］.https://doi.org/10.48550/arXiv.1606.08921.

[15] [15] YAN Y Y,REN W Q,GUO Y F,et al.Image deblurring via extreme channels prior［C］//Conference on Computer Vision and Pattern Recognition.Honolulu:IEEE,2017:6978-6986.

[16] [16] TAO X,GAO H Y,SHEN X Y,et al.Scalerecurrent network for deep image deblurring［C］//IEEE/CVF Conference on Computer Vision and Pattern Recognition.Salt Lake City:IEEE,2018:8174-8182.

[17] [17] ZHANG K,ZUO W M,GU S H,et al.Learning deep CNN denoiser prior for image restoration［C］//Conference on Computer Vision and Pattern Recognition.Honolulu:IEEE,2017:2808-2817.

[18] [18] TIAN H D,LI W Q,WANG L,et al.Smoke detection in video:an image separation approach［J］.International Journal of Computer Vision,2014,106(2):192-209.

[19] [19] GOODFELLOW I,POUGET-ABADIE J,MIRZA M,et al.Generative adversarial networks［J］.Communications of the ACM,2020,63(11):139-144.

[20] [20] CHING W K,NG M K.Markov chains:modelsalgorithms and applications［M］.New York:Springer,2006.

[21] [21] MIRZA M,OSINDERO S.Conditional generative adversarial nets［EB/OL］.(2014-11-06)［2023-01-03］.https://doi.org/10.48550/arXiv.1411.1784.

[22] [22] HE K M,ZHANG X Y,REN S Q,et al.Deep residual learning for image recognition［C］//Conference on Computer Vision and Pattern Recognition.Las Vegas:IEEE,2016:770-778.

[23] [23] GAO H Y,YUAN H,WANG Z Y,et al.Pixel transposed convolutional networks［J］.IEEE Transactions on Pattern Analysis and Machine Intelligence,2020,42(5):1218-1227.

[24] [24] LAURENT C,PEREYRA G,BRAKEL P,et al.Batch normalized recurrent neural networks［C］//International Conference on AcousticsSpeech and Signal Processing.Shanghai:IEEE,2016:2657-2661.

[25] [25] SCHMIDT,HIEBER J.Nonparametric regression using deep neural networks with ReLU activation function［J］.The Annals of Statistics,2020,48(4):1875-1897.

[26] [26] ISOLA P,ZHU J Y,ZHOU T H,et al.Image-to-image translation with conditional adversarial networks［C］//Conference on Computer Vision and Pattern Recognition.Honolulu:IEEE,2017:5967-5976.

[30] [30] HARDT M,RECHT B,SINGER Y.Train faster,generalize better:stability of stochastic gradient descent［C］//International Conference on Machine Learning.New York:Curran Associates,Inc.,2016:1225-1234.

[31] [31] HAMEED A A,KARLIK B,SALMAN M S.Backpropagation algorithm with variable adaptive momentum［J］.Knowledge-Based Systems,2016,114:79-87.

[32] [32] SCHAEFER G,STICH M.UCID:an uncompressed color image database［C］//Proceedings of SPIE-The International Society for Optical Engineering.［S.l.］:Society of Photo-optical Instrumentation Engineers,2003:472-480.

[33] [33] ARBELAEZ P,MAIRE M,FOWLKES C,et al.Contour detection and hierarchical image segmentation［J］.IEEE Transactions on Pattern Analysis and Machine Intelligence,2011,33(5):898-916.

[34] [34] ZHANG H,SINDAGI V,PATEL V M.Image de-raining using a conditional generative adversarial network［J］.IEEE Transactions on Circuits and Systems for Video Technology,2020,30(11):3943-3956.