Chinese Journal of Lasers, Volume. 46, Issue 8, 0804002(2019)
Automatic Extraction and Classification of Road Markings Based on Deep Learning
[1] Peng J F. Study on automated extraction methods of highway elements from mobile lidar point clouds[D]. Beijing: Beiing University of Civil Engineering and Architecture, 38-41(2017).
[3] Li C, Creusen I, Hazelhoff L et al. Detection and recognition of road markings in panoramic images[M]. ∥Jawahar C, Shan S. Computer vision-ACCV 2014 workshops. Lecture notes in computer science Cham: Springer, 9009, 448-458(2015).
[4] Foucher P, Sebsadji Y, Tarel J P et al. Detection and recognition of urban road markings using images. [C]∥2011 14th International IEEE Conference on Intelligent Transportation Systems (ITSC), October 5-7, 2011, Washington, DC, USA. New York: IEEE, 12385335(2011).
[5] McCall J C, Trivedi M M. Video-based lane estimation and tracking for driver assistance: survey, system, and evaluation[J]. IEEE Transactions on Intelligent Transportation Systems, 7, 20-37(2006).
[8] Kumar P. McElhinney C P, Lewis P, et al. Automated road markings extraction from mobile laser scanning data[J]. International Journal of Applied Earth Observation and Geoinformation, 32, 125-137(2014).
[11] Fang L N. Automated extraction of road geometric features from mobile laser scanning point clouds[D]. Wuhan: Wuhan University, 52-66(2014).
[14] Goodfellow I, Ian Goodfellow, Bengio Y, Yoshua Bengio, Aaron Courville, Courville A[M]. 深度学习, 1-15(2017).
[M]. Deep learning, 1-15(2017).
[15] LeCun Y, Bengio Y, Hinton G. Deep learning[J]. Nature, 521, 436-444(2015).
[16] Hu F, Xia G S, Hu J W et al. Transferring deep convolutional neural networks for the scene classification of high-resolution remote sensing imagery[J]. Remote Sensing, 7, 14680-14707(2015).
[17] Wen C L, Sun X T, Li J et al. A deep learning framework for road marking extraction, classification and completion from mobile laser scanning point clouds[J]. ISPRS Journal of Photogrammetry and Remote Sensing, 147, 178-192(2019).
[19] Chen L C, Zhu Y K, Papandreou G et al. Encoder-decoder with atrous separable convolution for semantic image segmentation[M]. ∥Ferrari V, Hebert M, Sminchisescu C,
[22] Garcia-Garcia A, Orts-Escolano S, Oprea S et al. -04-22)[2017-04-22]. https:∥arxiv., org/abs/1704, 06857(2017).
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Gang Huang, Xianlin Liu. Automatic Extraction and Classification of Road Markings Based on Deep Learning[J]. Chinese Journal of Lasers, 2019, 46(8): 0804002
Category: measurement and metrology
Received: Feb. 26, 2019
Accepted: Apr. 2, 2019
Published Online: Aug. 13, 2019
The Author Email: Gang Huang (hgminisar@163.com)