Journal of Optoelectronics · Laser, Volume. 33, Issue 6, 629(2022)
Remote sensing image detection algorithm based on selective fusion of multi-scale features
[1] [1] HE K,ZHANG X,REN S,et al.Spatial pyramid pooling in deep convolutional networks for visual recognition[J].IEEE Transactions on Pattern Analysis & Machine Intelligence,2014,37(9):1904-1916.
[2] [2] REN S,HE K,GIRSHICK R,et al.Faster R-CNN:towards real-time object detection with region proposal networks[J].IEEE Transactions on Pattern Analysis & Machine Intelligence,2017,39(6):1137-1149.
[3] [3] HE K,GKIOXARI G,DOLLAR P,et al.Mask R-CNN[C]//2017 IEEE International Conference on Computer Vision (ICCV),October 22-29,2017,Venice,Italy.New York:IEEE,2017:2980-2988.
[4] [4] REDMON J,DIVVALA S,GIRSHICK R,et al.You only look once: unified, real-time object detection[C]//2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR),June 27-30,2016,Las Vegas,NV,USA.New York:IEEE,2016:779-788.
[5] [5] ZHOU X, WANG D, KRHENBUHL P. Objects as points [EB/OL]. (2019-04-25) [2021-11-16]. https://arxiv.org/abs/1904.07850v2.
[6] [6] TIAN Z,SHEN C,CHEN H,et al.FCOS:fully convolutional one-stage object detection[C]//2019 IEEE/CVF International Conference on Computer Vision (ICCV),October 27-November 2,2019,Seoul,Korea (South).New York:IEEE,2019:9626-9635.
[7] [7] JIANG Y,ZHU X,WANG X,et al.R2 CNN:rotational region CNN for arbitrarily-oriented scene text detection[C]//2018 24th International Conference on Pattern Recognition (ICPR), August 20-24,2018,Beijing,China.New York:IEEE,2018:3610-3615.
[8] [8] YANG X,LIU Q,YAN J,et al.R3det:refined single-stage detector with feature refinement for rotation object[EB/OL]. (2020-12-08) [2021-11-16]. https://arxiv.org/abs/1908.05612v6.
[9] [9] CHEN Y,DAI X,LIU M,et al.Dynamic convolution: attention over convolution kernels[C]//2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR),June 13-19,2020,Seattle,WA,USA.New York:IEEE,2020:11027-11036.
[10] [10] Duta I C,LIU L,ZHU F,et al.Pyramidal convolution:rethinking convolutional neural networks for visual recognition[EB/OL]. (2020-06-20) [2021-11-16].https://arxiv.org/abs/2006.11538v1.
[11] [11] WANG Q,WU B,ZHU P,et al.ECA-Net:efficient channel attention for deep convolutional neural networks[C]//2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR),June 13-19,2020,Seattle,WA, USA.New York:IEEE,2020:11531-11539.
[12] [12] HU J,SHEN L,SUN G.Squeeze-and-excitation networks[C]//2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition, June 18-23,2018,Salt Lake City,UT,USA.New York:IEEE,2018:7132-7141.
[13] [13] CAO Y,XU J,LIN S,et al.GCNet:Non-local networks meet squeeze-excitation networks and beyond[C]//2019 IEEE/CVF International Conference on Computer Vision Workshop,October 27-28,2019,Seoul,Korea (South).New York: IEEE, 2019:1971-1980.
[14] [14] BOCHKOVSKIY A,WANG C Y,LIAO H.Yolov4:optimal speed and accuracy of object detection[EB/OL]. (2020-04-23) [2021-11-16].https://arxiv.org/abs/2004.10934v1.
[15] [15] ZHENG G,SONG T L,FENG W,et al.YOLOX:exceeding YOLO series in 2021[EB/OL]. (2021-08-06) [2021-11-16]. https://arxiv.org/abs/2107.08430v2.
[16] [16] DONG R,XU D,ZHAO J,et al.Sig-NMS-based faster R-CNN combining transfer learning for small target detection in VHR optical remote sensing imagery[J].IEEE Transactions on Geoscience and Remote Sensing,2019,57(11):8534-8545.
[17] [17] LI K,CHENG G,BU S,et al.Rotation-insensitive and context-augmented object detection in remote sensing images[J].IEEE Transactions on Geoscience and Remote Sensing,2017:2337-2348.
Get Citation
Copy Citation Text
FANG Mingshuai, HUANG Yourui, HAN Tao. Remote sensing image detection algorithm based on selective fusion of multi-scale features[J]. Journal of Optoelectronics · Laser, 2022, 33(6): 629
Received: Nov. 16, 2021
Accepted: --
Published Online: Oct. 9, 2024
The Author Email: HUANG Yourui (1151698189@qq.com)