A people counting method based on head detection and tracking

2014 ◽  
Author(s):  
Bin Li ◽  
Jian Zhang ◽  
Zheng Zhang ◽  
Yong Xu
Keyword(s):  
Counting Method ◽  
People Counting ◽  
Detection And Tracking ◽  
Head Detection

scholarly journals A Soft-YoloV4 for High-Performance Head Detection and Counting

Mathematics ◽  
2021 ◽  
Vol 9 (23) ◽  
pp. 3096
Author(s):  
Zhen Zhang ◽  
Shihao Xia ◽  
Yuxing Cai ◽  
Cuimei Yang ◽  
Shaoning Zeng
Keyword(s):  
High Performance ◽  
Detection Rate ◽  
Detection Method ◽  
State Of The Art ◽  
Counting Method ◽  
People Counting ◽  
Detection Model ◽  
Detection And Counting ◽  
Head Detection ◽  
Ap Value

Blockage of pedestrians will cause inaccurate people counting, and people’s heads are easily blocked by each other in crowded occasions. To reduce missed detections as much as possible and improve the capability of the detection model, this paper proposes a new people counting method, named Soft-YoloV4, by attenuating the score of adjacent detection frames to prevent the occurrence of missed detection. The proposed Soft-YoloV4 improves the accuracy of people counting and reduces the incorrect elimination of the detection frames when heads are blocked by each other. Compared with the state-of-the-art YoloV4, the AP value of the proposed head detection method is increased from 88.52 to 90.54%. The Soft-YoloV4 model has much higher robustness and a lower missed detection rate for head detection, and therefore it dramatically improves the accuracy of people counting.

People counting based on head detection combining Adaboost and CNN in crowded surveillance environment

2016 ◽  
Vol 208 ◽  
pp. 108-116 ◽  
Author(s):  
Chenqiang Gao ◽  
Pei Li ◽  
Yajun Zhang ◽  
Jiang Liu ◽  
Lan Wang
Keyword(s):  
People Counting ◽  
Head Detection

Algorithm of Head Detection and Tracking Based on Adaboost and Improved Resampling for Particle Filter

2013 ◽  
Vol 12 (23) ◽  
pp. 7124-7130
Author(s):  
Zhong Qu ◽  
Kang Zhang ◽  
Yu-Ping Jiang ◽  
Hai-kuan Zhou
Keyword(s):  
Particle Filter ◽  
Detection And Tracking ◽  
Head Detection

Head Detection and Tracking for Monitoring Human Behaviors

2005 ◽  
pp. 477-487 ◽  
Author(s):  
Y. Mae ◽  
N. Sasao ◽  
Y. Sakaguchi ◽  
K. Inoue ◽  
T. Arai
Keyword(s):  
Human Behaviors ◽  
Detection And Tracking ◽  
Head Detection
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