Attention map guided transformer pruning for occluded person re-identification on edge device

J Mao, Y Yao, Z Sun, X Huang, F Shen… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Due to its significant capability of modeling long-range dependencies, vision transformer
(ViT) has achieved promising success in both holistic and occluded person re-identification …

Learning feature contexts by transformer and CNN hybrid deep network for weakly supervised person search

N Lv, X Xiang, X Wang, Y Qiao, A El Saddik - Computer Vision and Image …, 2024 - Elsevier
Person search is a computer vision task that aims to locate and re-identify specific
pedestrians in images captured by non-overlapping cameras. However, the identity …

A 6G-enabled lightweight framework for person re-identification on distributed edges

X Peng, Y Wang, X Zhang, H Yang, X Tang, S Bai - Electronics, 2023 - mdpi.com
In the upcoming 6G era, edge artificial intelligence (AI), as a key technology, will be able to
deliver AI processes anytime and anywhere by the deploying of AI models on edge devices …

Attribute recognition for person re-identification using federated learning at all-in-edge

S Girija, T Baker, N Ahmed, AM Khedr, Z Al Aghbari… - Internet of Things, 2023 - Elsevier
The advancement in person re-identification using attribute recognition is constrained by the
increasingly strict data privacy standards since it necessitates the centralization of vast …

Resource-efficient, sensor-based human activity recognition with lightweight deep models boosted with attention

S Agac, OD Incel - Computers and Electrical Engineering, 2024 - Elsevier
With their automatic feature extraction capabilities, deep learning models have become
more widespread in sensor-based human activity recognition, particularly on larger …

Global-aware and local-aware enhancement network for person search

N Lv, X Xiang, X Wang, Y Qiao, A El Saddik - Computer Vision and Image …, 2023 - Elsevier
Person search, one of the increasingly important tasks of computer vision, performs
pedestrian localization and re-identification simultaneously. Several studies incorporate …

Real-time distributed video analytics for privacy-aware person search

B Gaikwad, A Karmakar - Computer Vision and Image Understanding, 2023 - Elsevier
In this work, a novel distributed privacy-aware person search (PAPS) model has been
proposed which circumvents the privacy risks. An intelligent IoT surveillance system has …

Server Hazard Risk Awareness User Allocation in Urban-Scale Edges

E Liu, G Zhang, L Xu, W Wu, B Xu… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Edge computing deploys edges close to end-users to provide highly accessible resources
and latency-sensitive services. It is invaluable for urban crowd/hazard management …

Person re-identification on lightweight devices: end-to-end approach

TL Dang, TH Pham, DL Le, XT Tran, HN Le… - Multimedia Tools and …, 2024 - Springer
In this work, an efficient and real-time person re-identification system based on an affordable
hybrid framework was presented. The proposed pipeline consisting of human detecting …

EdgeVPR: Transformer-Based Real-Time Video Person Re-Identification at the Edge

M Sun, J Ren, Y Zhang - 2024 IEEE 44th International …, 2024 - ieeexplore.ieee.org
Person re-identification (Re-ID) aims to search for a target person through non-overlapping
cameras. With the rapid development of computing and storage capacity of edge sensors …