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PEDESTRIAN ATTRIBUTE RECOGNITION BASED ON MTCNN WITH ONLINE BATCH WEIGHTED LOSS

Abstract: 

Due to the large number and huge diversity of attributes, pedestrian attribute recognition in video surveillance scenarios is a challenging task in the field of computer vision. Different from most previous works which only focus on extremely imbalanced attribute distribution problem, a new grouping way of attributes based multi-task convolutional neural network (MTCNN) is put forward, which exploits the spatial correlations among attributes and guarantees some independence of each attribute as well. Meanwhile, we propose a novel online batch weighted loss to narrow the performance differences among attributes and boost the model to gain a higher average recognition accuracy. The whole network can be trained end to end, and experimental results on PETA and RAP datasets show that our method achieves significant performance, comparing with those state-of-the-art methods.

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Paper Details

Authors:
Xingting He,Qiuyue Shi,Fei Su,Zhicheng Zhao,Bojin Zhuang
Submitted On:
16 September 2019 - 10:44pm
Short Link:
Type:
Poster
Event:
Presenter's Name:
Fei Su
Paper Code:
1426
Document Year:
2019
Cite

Document Files

ICIP 2019 Paper #1426 eposter.pdf

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[1] Xingting He,Qiuyue Shi,Fei Su,Zhicheng Zhao,Bojin Zhuang, "PEDESTRIAN ATTRIBUTE RECOGNITION BASED ON MTCNN WITH ONLINE BATCH WEIGHTED LOSS", IEEE SigPort, 2019. [Online]. Available: http://sigport.org/4650. Accessed: Oct. 20, 2019.
@article{4650-19,
url = {http://sigport.org/4650},
author = {Xingting He;Qiuyue Shi;Fei Su;Zhicheng Zhao;Bojin Zhuang },
publisher = {IEEE SigPort},
title = {PEDESTRIAN ATTRIBUTE RECOGNITION BASED ON MTCNN WITH ONLINE BATCH WEIGHTED LOSS},
year = {2019} }
TY - EJOUR
T1 - PEDESTRIAN ATTRIBUTE RECOGNITION BASED ON MTCNN WITH ONLINE BATCH WEIGHTED LOSS
AU - Xingting He;Qiuyue Shi;Fei Su;Zhicheng Zhao;Bojin Zhuang
PY - 2019
PB - IEEE SigPort
UR - http://sigport.org/4650
ER -
Xingting He,Qiuyue Shi,Fei Su,Zhicheng Zhao,Bojin Zhuang. (2019). PEDESTRIAN ATTRIBUTE RECOGNITION BASED ON MTCNN WITH ONLINE BATCH WEIGHTED LOSS. IEEE SigPort. http://sigport.org/4650
Xingting He,Qiuyue Shi,Fei Su,Zhicheng Zhao,Bojin Zhuang, 2019. PEDESTRIAN ATTRIBUTE RECOGNITION BASED ON MTCNN WITH ONLINE BATCH WEIGHTED LOSS. Available at: http://sigport.org/4650.
Xingting He,Qiuyue Shi,Fei Su,Zhicheng Zhao,Bojin Zhuang. (2019). "PEDESTRIAN ATTRIBUTE RECOGNITION BASED ON MTCNN WITH ONLINE BATCH WEIGHTED LOSS." Web.
1. Xingting He,Qiuyue Shi,Fei Su,Zhicheng Zhao,Bojin Zhuang. PEDESTRIAN ATTRIBUTE RECOGNITION BASED ON MTCNN WITH ONLINE BATCH WEIGHTED LOSS [Internet]. IEEE SigPort; 2019. Available from : http://sigport.org/4650