[3] [3] REN Y,YU Y,GUAN H.DA-CapsUNet:A dual-attention capsule U-Net for road extraction from remote sensing imagery[J].Remote Sensing,2020,12(18): 2866.

[5] [5] PENG B,LI Y,FAN K.New network based on D-Linknet and densenet for high resolution satellite imagery road extraction［C］//IGARSS 2019-2019 IEEE International Geoscience and Remote Sensing Symposium,July 28-August 2,2019,Yokohama,Japan.New York:IEEE,2019:3939-3942.

[7] [7] GAO L P,WANG J Y,WNAG Q X,et al.Road extraction using a dual attention dilated-LinkNet based on satellite images and floating vehicle trajectory data[J].IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing,2021,14:10428-10438.

[8] [8] DENG Y T,YANG J L,LIANG C Y,et al.SPD-LinkNet:upgraded D-LinkNet with strip pooling for road extraction［C］//2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS,July 11-16,2021,Brussels,Belgium.New York:IEEE,2021:2190-2193.

[9] [9] ZHOU L C,ZHANG C,WU M.D-LinkNet:LinkNet with pretrained encoder and dilated convolution for high resolution satellite imagery road extraction［C］//2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW),June 18-22,2018,Salt Lake City,UT,USA.New York:IEEE,2018:192-1924.

[10] [10] XIE S N,GIRSHICK R,DOLLAR P,et al.Aggregated residual transformations for deep neural networks［C］/IEEE Conference on Computer Vision and Pattern Recognition,July 21-26,Honolulu,HI,USA.New York:IEEE,2017:5987-5995.

[11] [11] ZHANG H,WU C R,ZHANG Z Y,et al.ResNeSt:split-attention networks［C］//IEEE/CVF Conference on Computer Vision and Pattern Recognition,June 19-20,2022,New Orleans,LA,USA.New York:IEEE,2022:2736-2746.

[12] [12] HU J,SHEN L,ALBANIE S,et al.Squeeze-and-excitation networks[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,2020,42(8):2011-2023.

[13] [13] LI X,WANG W H,HU X L,et al.Selective kernel networks［C］//2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR),June 15-20,2019,Long Beach,CA,USA.New York:IEEE,2019:510-519.

[14] [14] CAO J M,LI Y Y,SUN M C,et al.DO-Conv:depthwise over-parameterized convolutional Layer[J].IEEE Transactions on Image Processing,2022,31:3726-3736.

[15] [15] DAI Y M,FABIAN G,ATEFAN O,et al.Attentional feature fusion［C］//2021 IEEE Winter Conference on Applications of Computer Vision (WACV),January 3-8,2021,Waikoloa,HI,USA.New York:IEEE,2021:3559-3568.

[16] [16] LI H C,XIONG P F,AN J,et al.Pyramid attention network for semantic segmentation［C］//British Machine Vision Conference (BMVC) 2018,September 3-6,2018,Newcastle,UK.London:BMVC,2018:1-13.