Journal of Applied Optics, Volume. 41, Issue 2, 296(2020)

Nighttime three-dimensional target detection of driverless vehicles based on multi-view channel fusion network

Yulan WANG1...2, Shaoyuan SUN1,2, Zhiyi LIU1,2, and Defei BU12 |Show fewer author(s)
Author Affiliations
  • 1College of Information Science and Technology, Donghua University, Shanghai 201620, China
  • 2Engineering Research Center of Digitized Textile & Fashion Technology, Ministry of Education, Donghua University, Shanghai 201620, China
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    References(15)

    [1] D KIESER. Driverless vehicles and their impact on your portfolio. Equity, 32, 4(2018).

    [2] 陈琪, Qi CHEN. Research on environment-aware tech-nology for unmanned driving. Science and Te-chnology Economic Guide, 26, 77(2018).

    [3] 高凯珺, Kaijun GAO, 孙韶媛, Shaoyuan SUN, 姚广顺, Guangshun YAO. Semantic segmentation of night vision images for unmanned vehicles based on deep learning. Journal of Applied Optics, 38, 421-428(2017).

    [4] 许路, Lu XU, 赵海涛, Haitao ZHAO, 孙韶媛, Shaoyuan SUN. Deep esti-mation of monocular infrared image based on deep convolutional neural network. Acta Optica Sinica, 36, 0715002(2016).

    [5] 姚广顺, Guangshun YAO, 孙韶媛, Shaoyuan SUN, 方建安, Jian'an FANG. Infrared and radar based depth estimation of night unmanned vehicle scene. Laser & Optoelectronics Progress, 54, 164-170(2017).

    [8] [8] QI C R, SU H, MO K, et al. Point: deep learning on point sets f 3d classification segmentation[C]Proceedings of the IEEE Conference on Computer Vision Pattern Recognition. Atlanta: IEEE, 2017: 652660.

    [9] [9] ZHOU Y, TUZEL O. Voxel: Endtoend learning f point cloud based 3d object detection[C]Proceedings of the IEEE Conference on Computer Vision Pattern Recognition. Salt Lake City: IEEE, 2018: 44904499.

    [11] [11] CHEN X, MA H, WAN J, et al. Multiview 3d object detection wk f autonomous driving[C]Proceedings of the IEEE Conference on Computer Vision Pattern Recognition. Atlanta: IEEE, 2017: 19071915.

    [12] [12] SIMONYAN K, ZISSERMAN A. Very deep convolutional wks f largescale image recognition[J]. arXiv preprint arXiv, 2014, 1409: 1556.

    [13] T Y LIN, P DOLLAR, R GIRSHICK. Feature pyramid networks for object detection. Computer Vision and Pattern Recognition, 2, 4(2017).

    [14] [14] ABADI M, AGARWAL A, BARHAM P, et al. Tensflow: Largescale machine learning on heterogeneous distributed systems[J]. arXiv preprint arXiv, 2016, 1603: 04467.

    [15] N DALAL, B TRIGGS. Histograms of oriented gradients for human detection. IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 1, 886-893(2005).

    [16] [16] GIRSHICK R, FAST B. RCNN[C]International Conference on Computer Vision. Santiago. Chile: IEEE, 2015: 14401448.

    [17] [17] REN S, HE K, GIRSHICK R B, et al. Faster RCNN: towards realtime object detection with region proposal wks[J] IEEE Transactions on Pattern Analysis & Machine Intelligence, 2015, 39(6):11371149.

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    Yulan WANG, Shaoyuan SUN, Zhiyi LIU, Defei BU. Nighttime three-dimensional target detection of driverless vehicles based on multi-view channel fusion network[J]. Journal of Applied Optics, 2020, 41(2): 296

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    Paper Information

    Category: OE INFORMATION ACQUISITION AND PROCESSING

    Received: May. 20, 2019

    Accepted: --

    Published Online: Apr. 23, 2020

    The Author Email:

    DOI:10.5768/JAO202041.0202002

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