Inverse perspective mapping for real-time Lane Detection in City Streets

سال انتشار: 1399
نوع سند: مقاله ژورنالی
زبان: انگلیسی
مشاهده: 31

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شناسه ملی سند علمی:

JR_IJAEIU-10-3_004

تاریخ نمایه سازی: 4 دی 1402

چکیده مقاله:

Lane detection is a crucial step for any autonomous driving system to decrease car accidents and increase safety. In this paper, based on inverse perspective mapping and Probabilistic Hough Transform, we propose a lane detection system which works on city street images. First, by using inverse perspective mapping the top view of the street is obtained. Second, the lanes are rectified using a specifically designed filter which enhances the lanes and suppresses other elements. Then, by using Probabilistic Hough transform the location of the lanes is detected in the images. For the final refinement, lane candidates are mapped to the road image using perspective mapping and the lane intensity is analyzed to reduce false acceptance. We evaluate the performance of the proposed method on Caltech-lane dataset and the obtained results show that the proposed method is able to detect straight lanes.

نویسندگان

Alireza Bosaghzadeh

Faculty of Computer Engineering, Shahid Rajaee Teacher Training University, Tehran, Iran

Majid NASIRI MANJILI

Faculty of Computer Engineering, Shahid Rajaee Teacher Training University, Tehran, Iran

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  • Khodayari A, Yousefi M. Design an Intelligent Driver Assistance System ...
  • Wang, Yue, Dinggang Shen, and Eam Khwang Teoh. "Lane detection ...
  • Kim, ZuWhan. "Robust lane detection and tracking in challenging scenarios." ...
  • Beucher, Serge, and Michel Bilodeau. "Road segmentation and obstacle detection ...
  • Yu, Xuan, Serge Beucher, and Michel Bilodeau. "Road tracking, lane ...
  • Zhao, Hongying, et al. "Annealed Particle Filter Algorithm Used for ...
  • Liu, Guoliang, Florentin Wörgötter, and Irene Markelić. "Combining statistical hough ...
  • Y. Lee, H. Kim; Real-time lane detection and departure warning ...
  • Yoo, Hunjae, Ukil Yang, and Kwanghoon Sohn. "Gradient-enhancing conversion for ...
  • Liu, Guoliang, Florentin Worgotter, and Irene Markelic. "Stochastic lane shape ...
  • Daigavane, Prema M., and Preeti R. Bajaj. "Road lane detection ...
  • Jungang Guan , Fengwei An , Xiangyu Zhang , Lei ...
  • Kim, ZuWhan. "Robust lane detection and tracking in challenging scenarios." ...
  • S. G. Jeong, J. Kim, S. Kim and J. Min, ...
  • J. Li, X. Mei, D. Prokhorov and D. Tao, "Deep ...
  • K. Behrendt and J. Witt, "Deep learning lane marker segmentation ...
  • A. Gurghian, T. Koduri, S. V. Bailur, K. J. Carey ...
  • Jihun Kim, Jonghong Kim, Gil-Jin Jang, Minho Lee, Fast learning ...
  • Aly, Mohamed. "Real time detection of lane markers in urban ...
  • Li, Z.; Cai, Z.-X.; Xie, J.; Ren, X.-P. Road Markings ...
  • Kheyrollahi, A.; Breckon, T.P. Automatic Real-Time Road Marking Recognition Using ...
  • U. Ozgunalp and N. Dahnoun, "Lane detection based on improved ...
  • Z. Ying and G. Li, "Robust lane marking detection using ...
  • Tsung-Ying Sun, Shang-Jeng Tsai and V. Chan, "HSI color model ...
  • Jyun-Guo Wang, Cheng-Jian Lin, Shyi-Ming Chen, Applying fuzzy method to ...
  • P. Chanawangsa and C. W. Chen, "A New Color-Based Lane ...
  • Hoang, T.M.; Baek, N.R.; Cho, S.W.; Kim, K.W.; Park, K.R. ...
  • J. W. Lee and J. S. Cho, "Effective Lane Detection ...
  • Hoang, T.M.; Hong, H.G.; Vokhidov, H.; Park, K.R. Road Lane ...
  • Cha-Keon Cheong, "Design of lane detection system based on color ...
  • Forsyth, David, and Jean Ponce. Computer vision: a modern approach. ...
  • H. A. Mallot, H. H. Bülthoff, J. J. Little, and ...
  • Serge Belongie & David Kriegman (۲۰۰۷) Explanation of Homography Estimation ...
  • H. Yoo, U. Yang and K. Sohn, "Gradient-Enhancing Conversion for ...
  • Stephens, Richard S. "Probabilistic approach to the Hough transform." Image ...
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