Remote Sensing Small Target Detection Based on Improved YOLO Model

WANG Kai; WANG Wei; JIANG Zhiwei

doi:10.3969/j.issn.1671-637x.2023.06.010

[4] GIRSHICK R,DONAHUE J,DARRELL T,et al.Rich feature hierarchies for accurate object detection and semantic segmentation［C］//IEEE Conference on Computer Vision and Pattern Recognition.Columbus,OH:IEEE,2014:580-587.

[5] REDMON J,DIVVALA S,GIRSHICK R,et al.You only look once:unified,real-time object detection［C］//IEEE Confer-ence on Computer Vision and Pattern Recognition.Las Vegas, NV:IEEE,2016:779-788.

[6] LIU W,ANGUELOV D,ERHAN D,et al.SSD:single shot multibox detector［C］//European Conference on Computer Vision.Cham:Springer,2016:21-37.

[7] LIN T Y,DOLLAR P,GIRSHICK R,et al.Feature pyramid networks for object detection［C］//IEEE Conference on Computer Vision and Pattern Recognition.Honolulu, HI:IEEE,2017:936-944.

[9] KISANTAL M,WOJNA Z,MURAWSKI J,et al.Augmentation for small object detection［EB/OL］.(2019-02-19)［2022-03-26］.https://arxiv.org/abs/1902.07296. 92

[11] FU C Y,LIU W,RANGA A,et al.DSSD:deconvolutional single shot detector［EB/OL］.(2017-01-23)［2022-03-26］.https: //arxiv.org/abs/1701.06659. 221

[15] BOCHKOVSKIY A,WANG C Y,LIAO H Y M.YOLOv4:optimal speed and accuracy of object detection［EB/OL］.(2020-04-24)［2022-03-26］.https://arxiv.org/abs/2004.10934. 536

[16] LIU S,HUANG D,WANG Y.Receptive field block net for accurate and fast object detection［C］//European Conference on Computer Vision (ECCV).Munich:Sprin-ger,2018:404-419.

[17] LIN T Y,GOYAL P,GIRSHICK R,et al.Focal loss for dense object detection［C］//IEEE International Conference on Computer Vision.Venice:IEEE,2017:2999-3007.

[18] HE K,ZHANG X,REN S,et al.Spatial pyramid pooling in deep convolutional networks for visual recognition［J］.IEEE Transactions on Pattern Analysis and Machine Intelligence,2015,37(9):1904-1916.

[19] WEN L,LI X,GAO L.A transfer convolutional neural network for fault diagnosis based on ResNet-50［J］.Neural Computing and Applications,2020,32(10):6111-6124.

[20] DE BOER P T,KROESE D P,MANNOR S,et al.A tutorial on the cross-entropy method［J］.Annals of Operations Research,2005,134(1):19-67.

[21] LONG Y,GONG Y,XIAO Z,et al.Accurate object localization in remote sensing images based on convolutional neural networks［J］.IEEE Transactions on Geoscience and Remote Sensing,2017,55(5):2486-2498.