Object Detectionin of Remote Sensing Images Based on Convolutional Neural Networks

Pan Ou; Zheng Zhang; Kui Lu; Zeyang Liu

doi:10.3788/LOP56.051002

[1] Han J W, Zhang D W, Cheng G et al. Object detection in optical remote sensing images based on weakly supervised learning and high-level feature learning[J]. IEEE Transactions on Geoscience and Remote Sensing, 53, 3325-3337(2015). http://ieeexplore.ieee.org/document/6991537

[2] Shao W, Yang W, Liu G et al. Car detection from high-resolution aerial imagery using multiple features. [C]∥IEEE International Geoscience and Remote Sensing Symposium, 4379-4382(2012).

[3] Zhang F, Du B, Zhang L P. Saliency-guided unsupervised feature learning for scene classification[J]. IEEE Transactions on Geoscience and Remote Sensing, 53, 2175-2184(2015). http://ieeexplore.ieee.org/document/6910306/

[4] Xiao Z F, Liu Q, Tang G F et al. Elliptic Fourier transformation-based histograms of oriented gradients for rotationally invariant object detection in remote-sensing images[J]. International Journal of Remote Sensing, 36, 618-644(2015). http://dl.acm.org/citation.cfm?id=2733559

[5] Krizhevsky A, Sutskever I, Hinton G E. ImageNet classification with deep convolutional neural networks[J]. Communications of the ACM, 60, 84-90(2017). http://dl.acm.org/citation.cfm?id=2999257

[6] 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, 580-587(2014).

[7] 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, 39, 1137-1149(2017). http://doi.ieeecomputersociety.org/10.1109/TPAMI.2016.2577031

[8] Jaderberg M, Simonyan K, Zisserman A et al. -02-04)[2018-07-25]. https:∥arxiv., org/abs/1506, 02025(2016).

[9] Girshick R. Fast R-CNN. [C]∥IEEE International Conference on Computer Vision (ICCV), 1440-1448(2015).

[10] Uijlings J R R, Gevers T et al. . Selective search for object recognition[J]. International Journal of Computer Vision, 104, 154-171(2013). http://dl.acm.org/citation.cfm?id=2509382

[11] Simonyan K. -04-10)[2018-07-25]. https:∥arxiv., org/abs/1409, 1556(2015).

[12] He K M, Zhang X Y, Ren S Q et al. Deep residual learning for image recognition. [C]∥IEEE Conference on Computer Vision and Pattern Recognition(CVPR), 770-778(2016).

[13] Zhu H G, Chen X G, Dai W Q et al. Orientation robust object detection in aerial images using deep convolutional neural network. [C]∥IEEE International Conference on Image Processing (ICIP), 3735-3739(2015).

[14] Zhu M M, Xu Y L, Ma S P et al. Airport detection method with improved region-based convolutional neural network[J]. Acta Optica Sinica, 38, 0728001(2018).

[15] Wei Y M, Quan J C. Hou Y Q Y. Aerial image location of unmanned aerial vehicle based on YOLO v2[J]. Laser & Optoelectronics Progress, 54, 111002(2017).

[16] Song M Z, Qu H S, Jin G. Weak ship target detection of noisy optical remote sensing image on sea surface[J]. Acta Optica Sinica, 37, 1011004(2017).