激光与光电子学进展, 2020, 57 (10): 101021, 网络出版: 2020-05-08   

基于优化区域卷积神经网络的机场区域检测 下载: 1376次

Airport Area Detection Based on Optimized Regional Convolutional Neural Network
作者单位
1 空军工程大学研究生院, 陕西 西安, 710038
2 空军工程大学航空工程学院, 陕西 西安, 710038
引用该论文

韩永赛, 马时平, 李帅, 何林远, 朱明明. 基于优化区域卷积神经网络的机场区域检测[J]. 激光与光电子学进展, 2020, 57(10): 101021.

Yongsai Han, Shiping Ma, Shuai Li, Linyuan He, Mingming Zhu. Airport Area Detection Based on Optimized Regional Convolutional Neural Network[J]. Laser & Optoelectronics Progress, 2020, 57(10): 101021.

参考文献

[1] Schott JR. Remote sensing[M]. Oxford: Oxford University Press, 2007: 13- 24.

[2] Richards J A. Analysis of remotely sensed data: the formative decades and the future[J]. IEEE Transactions on Geoscience and Remote Sensing, 2005, 43(3): 422-432.

[3] YaoJ, Zhang ZF. Semi-supervised learning based object detection in aerial imagery[C]∥2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05), San Diego, CA, USA. IEEE, 2005: 1011- 1016.

[4] Zhao D P, Ma Y Y, Jiang Z G, et al. Multiresolution airport detection via hierarchical reinforcement learning saliency model[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2017, 10(6): 2855-2866.

[5] Tao C, Tan Y H, Cai H J, et al. Airport detection from large IKONOS images using clustered SIFT keypoints and region information[J]. IEEE Geoscience and Remote Sensing Letters, 2011, 8(1): 128-132.

[6] Zhu TH, Li YH, Ye QK, et al. Integrating saliency and ResNet for airport detection in large-size remote sensing images[C]∥2017 2nd International Conference on Image, Vision and Computing (ICIVC), June 2-4, 2017. Chengdu. IEEE, 2017: 20- 25.

[7] Zhang P, Niu X, Dou Y, et al. Airport detection on optical satellite images using deep convolutional neural networks[J]. IEEE Geoscience and Remote Sensing Letters, 2017, 14(8): 1183-1187.

[8] Chen XY, Xiang SM, Liu CL, et al. Aircraft detection by deep belief nets[C]∥2013 2nd IAPR Asian Conference on Pattern Recognition, November 5-8, 2013. Naha, Japan. IEEE, 2013: 54- 58.

[9] 戴陈卡, 李毅. 基于Faster RCNN以及多部件结合的机场场面静态飞机检测[J]. 计算机应用, 2017, 37(z2): 85-88.

    Dai C K, Li Y. Aeroplane detection in static aerodrome based on Faster RCNN and multi-part model[J]. Journal of Computer Applications, 2017, 37(z2): 85-88.

[10] 朱明明, 许悦雷, 马时平, 等. 基于特征融合与软判决的遥感图像飞机检测[J]. 光学学报, 2019, 39(2): 0210001.

    Zhu M M, Xu Y L, Ma S P, et al. Airplane detection based on feature fusion and soft decision in remote sensing images[J]. Acta Optica Sinica, 2019, 39(2): 0210001.

[11] 单倩文, 郑新波, 何小海, 等. 基于改进多尺度特征图的目标快速检测与识别算法[J]. 激光与光电子学进展, 2019, 56(2): 021002.

    Shan Q W, Zheng X B, He X H, et al. Fast object detection and recognition algorithm based on improved multi-scale feature maps[J]. Laser & Optoelectronics Progress, 2019, 56(2): 021002.

[12] 张超, 陈莹. 残差网络下基于困难样本挖掘的目标检测[J]. 激光与光电子学进展, 2018, 55(10): 101003.

    Zhang C, Chen Y. Object detection based on hard examples mining using residual network[J]. Laser & Optoelectronics Progress, 2018, 55(10): 101003.

[13] 孙显, 付琨, 王宏琦. 高分辨率遥感图像理解[M]. 北京: 科学出版社, 2011: 13- 25.

    SunX, FuK, Wang HQ. High resolution remote sensing image understanding[M]. Beijing: Science Press, 2011: 13- 25.

[14] Richards JA, Jia XP. Remote sensing digital image analysis[M]. Berlin, Heidelberg: Springer Berlin Heidelberg, 1999: 15- 27.

[15] Ren S Q, He K M, Girshick R, et al. Faster R-CNN: towards real-time object detection with region proposal networks[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2017, 39(6): 1137-1149.

[16] VicenteS, CarreiraJ, AgapitoL, et al. Reconstructing PASCAL VOC[C]∥2014 IEEE Conference on Computer Vision and Pattern Recognition, June 23-28, 2014. Columbus, OH, USA. IEEE, 2014: 320- 327.

[17] Chen F. Ren R L, van de Voorde T, et al. Fast automatic airport detection in remote sensing images using convolutional neural networks[J]. Remote Sensing, 2018, 10(3): 443.

[18] QassimH, VermaA, FeinzimerD. Compressed residual-VGG16 CNN model for big data places image recognition[C]∥2018 IEEE 8th Annual Computing and Communication Workshop and Conference (CCWC), January 8-10, 2018. Las Vegas, NV. IEEE, 2018: 440- 446.

[19] WuH, ZhangH, Zhang JF, et al. Fast aircraft detection in satellite images based on convolutional neural networks[C]∥2015 IEEE International Conference on Image Processing (ICIP), September 27-30, 2015. Quebec City, QC, Canada. IEEE, 2015: 4210- 4214.

韩永赛, 马时平, 李帅, 何林远, 朱明明. 基于优化区域卷积神经网络的机场区域检测[J]. 激光与光电子学进展, 2020, 57(10): 101021. Yongsai Han, Shiping Ma, Shuai Li, Linyuan He, Mingming Zhu. Airport Area Detection Based on Optimized Regional Convolutional Neural Network[J]. Laser & Optoelectronics Progress, 2020, 57(10): 101021.

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