Towards effective person search with deep learning: A survey from systematic perspective

P Zhang, X Yu, C Wang, J Zheng, X Ning, X Bai - Pattern Recognition, 2024 - Elsevier
Person search detects and retrieves simultaneously a query person across uncropped
scene images captured by multiple non-overlapping cameras. In light of the deep learning …

Understanding the feature norm for out-of-distribution detection

J Park, JCL Chai, J Yoon… - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
A neural network trained on a classification dataset often exhibits a higher vector norm of
hidden layer features for in-distribution (ID) samples, while producing relatively lower norm …

Beyond the parts: Learning coarse-to-fine adaptive alignment representation for person search

W Huang, X Jia, X Zhong, X Wang, K Jiang… - ACM Transactions on …, 2023 - dl.acm.org
Person search is a time-consuming computer vision task that entails locating and
recognizing query people in scenic pictures. Body components are commonly mismatched …

Efficient person search: An anchor-free approach

Y Yan, J Li, J Qin, P Zheng, S Liao, X Yang - International Journal of …, 2023 - Springer
Person search aims to simultaneously localize and identify a query person from uncropped
images. To achieve this goal, state-of-the-art models typically add a re-id branch upon two …

Exploring the State-of-the-Art in Multi-Object Tracking: A Comprehensive Survey, Evaluation, Challenges, and Future Directions

C Du, C Lin, R Jin, B Chai, Y Yao, S Su - Multimedia Tools and …, 2024 - Springer
Multiple object tracking (MOT), as a typical application scenario of computer vision, has
attracted significant attention from both academic and industrial communities. With its rapid …

Joint token and feature alignment framework for text-based person search

S Li, A Lu, Y Huang, C Li, L Wang - IEEE Signal Processing …, 2022 - ieeexplore.ieee.org
Text-based person search is a challenging cross-modal retrieval task. Existing works reduce
the inter-modality and intra-class gaps by aligning local features extracted from image and …

天空地一体化多目标跟踪算法研究综述

闫莉萍, 刘晗钊, 夏元清 - 信号处理, 2024 - signal.ejournal.org.cn
为实现全时全域“泛在连接”, 构建天空地一体化网络已成为国家重大需求, 而基于天空地一体化
网络下跨域协同系统进行多目标跟踪是其中一个重要的发展方向, 其在军民用领域都极具应用 …

Generalizable person search on open-world user-generated video content

J Li, G Wang, Y Yan, F Yu, Q Jia, J Qin, S Ding… - arXiv preprint arXiv …, 2023 - arxiv.org
Person search is a challenging task that involves detecting and retrieving individuals from a
large set of un-cropped scene images. Existing person search applications are mostly …

Divide and Conquer: Hybrid Pre-training for Person Search

Y Tian, D Chen, Y Liu, J Yang, S Zhang - Proceedings of the AAAI …, 2024 - ojs.aaai.org
Large-scale pre-training has proven to be an effective method for improving performance
across different tasks. Current person search methods use ImageNet pre-trained models for …

Person re‐identification via deep compound eye network and pose repair module

H Gu, W Zou, K Cheng, B Wu, HA Ghafoor… - IET Computer …, 2024 - Wiley Online Library
Person re‐identification is aimed at searching for specific target pedestrians from non‐
intersecting cameras. However, in real complex scenes, pedestrians are easily obscured …