TY - GEN
T1 - An effective pipeline for pedestrian detection in mid-high density crowd
AU - Hao, Yu
AU - Gledhill, Duke
AU - Liu, Ying
AU - Fan, Jiulun
AU - Xu, Zhijie
N1 - Publisher Copyright:
© 2019 Chinese Automation and Computing Society in the UK-CACSUK.
PY - 2019/9
Y1 - 2019/9
N2 - A novel framework is introduced to handle the pedestrian detection in mid-high crowd density. This framework exploits the samples obtained with the unsupervised approach, extracts the combined pattern of Histograms of Oriented Gradients (HOG) and Local Binary Pattern (LBP) for the training and detection. The motion information is utilized to adjust the confidence score of detect annotation, and the soft-NMS is used to handle the balance between the removing of redundant annotation and occlusion. The experiments indicate the proposed approach achieved a promising result compared to state-of-the-art trained with the benchmarking dataset.
AB - A novel framework is introduced to handle the pedestrian detection in mid-high crowd density. This framework exploits the samples obtained with the unsupervised approach, extracts the combined pattern of Histograms of Oriented Gradients (HOG) and Local Binary Pattern (LBP) for the training and detection. The motion information is utilized to adjust the confidence score of detect annotation, and the soft-NMS is used to handle the balance between the removing of redundant annotation and occlusion. The experiments indicate the proposed approach achieved a promising result compared to state-of-the-art trained with the benchmarking dataset.
KW - HOG
KW - LBP
KW - Mid-high Crowd Density
KW - Pedestrian Detection
KW - Soft-NMS
UR - http://www.scopus.com/inward/record.url?scp=85075783363&partnerID=8YFLogxK
U2 - 10.23919/IConAC.2019.8894985
DO - 10.23919/IConAC.2019.8894985
M3 - Conference Proceeding
AN - SCOPUS:85075783363
T3 - ICAC 2019 - 2019 25th IEEE International Conference on Automation and Computing
BT - ICAC 2019 - 2019 25th IEEE International Conference on Automation and Computing
A2 - Yu, Hui
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 25th IEEE International Conference on Automation and Computing, ICAC 2019
Y2 - 5 September 2019 through 7 September 2019
ER -