A New Adaptive Bidirectional Region-of-Interest Detection Method for Intelligent Traffic Video Analysis

被引:8
|
作者
Ghahremannezhad, Hadi [1 ]
Shi, Hang [1 ]
Liu, Chengjun [1 ]
机构
[1] New Jersey Inst Technol, Comp Sci Dept, Newark, NJ 07102 USA
基金
美国国家科学基金会;
关键词
LANE DETECTION; CLASSIFICATION; IMAGE;
D O I
10.1109/AIKE48582.2020.00012
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Real-time intelligent video-based traffic surveillance applications play an important role in intelligent transportation systems. To reduce false alarms as well as to increase computational efficiency, robust road segmentation for automated Region of Interest (RoI) detection becomes a popular focus in the research community. A novel Adaptive Bidirectional Detection (ABD) of region-of-interest method is presented in this paper to automatically segment the roads with bidirectional traffic flows into two regions of interest. Specifically, a foreground segmentation method is first applied along with the flood-fill algorithm to estimate the road regions. Then the Lucas-Kanade's optical flow algorithm is utilized to track and divide the estimated road into regions of interest in real-time. Experimental results using a dataset of real traffic videos illustrate the feasibility of the proposed method for automatically determining the Rots in real-time.
引用
收藏
页码:17 / 24
页数:8
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