Deep learning-based methods for person re-identification: A comprehensive review

D Wu, SJ Zheng, XP Zhang, CA Yuan, F Cheng… - Neurocomputing, 2019 - Elsevier
In recent years, person re-identification (ReID) has received much attention since it is a
fundamental task in intelligent surveillance systems and has widespread application …

See more, know more: Unsupervised video object segmentation with co-attention siamese networks

X Lu, W Wang, C Ma, J Shen… - Proceedings of the …, 2019 - openaccess.thecvf.com
We introduce a novel network, called as CO-attention Siamese Network (COSNet), to
address the unsupervised video object segmentation task from a holistic view. We …

Variational convolutional neural network pruning

C Zhao, B Ni, J Zhang, Q Zhao… - Proceedings of the …, 2019 - openaccess.thecvf.com
We propose a variational Bayesian scheme for pruning convolutional neural networks in
channel level. This idea is motivated by the fact that deterministic value based pruning …

Person re-identification: Past, present and future

L Zheng, Y Yang, AG Hauptmann - arxiv preprint arxiv:1610.02984, 2016 - arxiv.org
Person re-identification (re-ID) has become increasingly popular in the community due to its
application and research significance. It aims at spotting a person of interest in other …

Spatial-temporal graph convolutional network for video-based person re-identification

J Yang, WS Zheng, Q Yang… - Proceedings of the …, 2020 - openaccess.thecvf.com
While video-based person re-identification (Re-ID) has drawn increasing attention and
made great progress in recent years, it is still very challenging to effectively overcome the …

Dual attention matching network for context-aware feature sequence based person re-identification

J Si, H Zhang, CG Li, J Kuen, X Kong… - Proceedings of the …, 2018 - openaccess.thecvf.com
Typical person re-identification (ReID) methods usually describe each pedestrian with a
single feature vector and match them in a task-specific metric space. However, the methods …

Pose transferrable person re-identification

J Liu, B Ni, Y Yan, P Zhou… - Proceedings of the …, 2018 - openaccess.thecvf.com
Person re-identification (ReID) is an important task in the field of intelligent security. A key
challenge is how to capture human pose variations, while existing benchmarks (ie …

Global-local temporal representations for video person re-identification

J Li, J Wang, Q Tian, W Gao… - Proceedings of the IEEE …, 2019 - openaccess.thecvf.com
This paper proposes the Global-Local Temporal Representation (GLTR) to exploit the multi-
scale temporal cues in video sequences for video person Re-Identification (ReID). GLTR is …

Jointly attentive spatial-temporal pooling networks for video-based person re-identification

S Xu, Y Cheng, K Gu, Y Yang… - Proceedings of the …, 2017 - openaccess.thecvf.com
Abstract Person Re-Identification (person re-id) is a crucial task as its applications in visual
surveillance and human-computer interaction. In this work, we present a novel joint Spatial …