scholarly journals Automatic Traffic Density Estimation and Vehicle Classification for Traffic Surveillance Systems Using Neural Networks

2009 ◽  
Vol 14 (3) ◽  
pp. 187-196 ◽  
Author(s):  
Celil Ozkurt ◽  
Fatih Camci
Keyword(s):  
Neural Networks ◽  
Density Estimation ◽  
Vehicle Classification ◽  
Traffic Density ◽  
Surveillance Systems ◽  
Traffic Surveillance

scholarly journals A Novel Approach of Traffic Density Estimation Using CNNs and Computer Vision

2021 ◽  
Vol 5 (4) ◽  
pp. 80-84
Author(s):  
Luong Anh Tuan Nguyen ◽  
Thanh Xuan Ha
Keyword(s):  
Neural Networks ◽  
Computer Vision ◽  
Traffic Flow ◽  
Density Estimation ◽  
Traffic Density ◽  
Signal Control ◽  
Traffic Signal Control ◽  
Modern Life ◽  
Traffic Jam ◽  
Novel Approach

In modern life, we face many problems, one of which is the increasingly serious traffic jam. The cause is the large volume of vehicles, inadequate infrastructure and unreasonable distribution, and ineffective traffic signal control. This requires finding methods to optimize traffic flow, especially during peak hours. To optimize traffic flow, it is necessary to determine the traffic density at each time in the streets and intersections. This paper proposed a novel approach to traffic density estimation using Convolutional Neural Networks (CNNs) and computer vision. The experimental results with UCSD traffic dataset show that the proposed solution achieved the worst estimation rate of 98.48% and the best estimation rate of 99.01%.

Vision-Based Occlusion Handling and Vehicle Classification for Traffic Surveillance Systems

2018 ◽  
Vol 10 (2) ◽  
pp. 80-92 ◽  
Author(s):  
Jianlong Chang ◽  
Lingfeng Wang ◽  
Gaofeng Meng ◽  
Shiming Xiang ◽  
Chunhong Pan
Keyword(s):  
Vehicle Classification ◽  
Surveillance Systems ◽  
Traffic Surveillance ◽  
Occlusion Handling

scholarly journals HOG, LBP and SVM based Traffic Density Estimation at Intersection

2019 ◽  
Author(s):  
Devashish Prasad ◽  
Kshitij Kapadni ◽  
Ayan Gadpal ◽  
Manish Visave ◽  
Kavita Sultanpure
Keyword(s):  
Density Estimation ◽  
Traffic Density
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