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Deep Joint Discriminative Learning for Vehicle Re-identification and Retrieval

Abstract: 

In this paper, we propose a novel vehicle re-identification method based on a Deep Joint Discriminative Learning (DJDL) model, which utilizes a deep convolutional network to effectively extract discriminative representations for vehicle images. To exploit properties and relationship among samples in different views, we design a unified framework to combine several different tasks efficiently, including identification, attribute recognition, verification and triplet tasks. The whole network is optimized jointly via a specific batch composition design. Extensive experiments are conducted on a large-scale VehicleID dataset. Experimental results demonstrate the effectiveness of our method and show that it achieves the state-of-the-art performance on both vehicle re-identification and retrieval.

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Paper Details

Authors:
Yuqi Li, Yanghao Li, Hongfei Yan, Jiaying Liu
Submitted On:
16 September 2017 - 10:44am
Short Link:
Type:
Presentation Slides
Event:
Presenter's Name:
Yanghao Li
Paper Code:
MP-L6.4
Document Year:
2017
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Document Files

ICIP-2017-DJDL-ppt-v2.pdf

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[1] Yuqi Li, Yanghao Li, Hongfei Yan, Jiaying Liu, "Deep Joint Discriminative Learning for Vehicle Re-identification and Retrieval", IEEE SigPort, 2017. [Online]. Available: http://sigport.org/2195. Accessed: Oct. 21, 2017.
@article{2195-17,
url = {http://sigport.org/2195},
author = {Yuqi Li; Yanghao Li; Hongfei Yan; Jiaying Liu },
publisher = {IEEE SigPort},
title = {Deep Joint Discriminative Learning for Vehicle Re-identification and Retrieval},
year = {2017} }
TY - EJOUR
T1 - Deep Joint Discriminative Learning for Vehicle Re-identification and Retrieval
AU - Yuqi Li; Yanghao Li; Hongfei Yan; Jiaying Liu
PY - 2017
PB - IEEE SigPort
UR - http://sigport.org/2195
ER -
Yuqi Li, Yanghao Li, Hongfei Yan, Jiaying Liu. (2017). Deep Joint Discriminative Learning for Vehicle Re-identification and Retrieval. IEEE SigPort. http://sigport.org/2195
Yuqi Li, Yanghao Li, Hongfei Yan, Jiaying Liu, 2017. Deep Joint Discriminative Learning for Vehicle Re-identification and Retrieval. Available at: http://sigport.org/2195.
Yuqi Li, Yanghao Li, Hongfei Yan, Jiaying Liu. (2017). "Deep Joint Discriminative Learning for Vehicle Re-identification and Retrieval." Web.
1. Yuqi Li, Yanghao Li, Hongfei Yan, Jiaying Liu. Deep Joint Discriminative Learning for Vehicle Re-identification and Retrieval [Internet]. IEEE SigPort; 2017. Available from : http://sigport.org/2195