A Framework for Intelligent Campus Security: Integrating Pedestrian Re-identification into Management Systems
Keywords:
Campus security system, Person re-identification, Pose feature recognition, YOLOv8, Motion trajectory analysisAbstract
Existing campus surveillance systems mostly rely on facial recognition, which fails in scenarios involving long distances, occlusions, and backlighting. To address this issue, this paper introduces person re-identification technology, leveraging body-pose features for identification, and designs and implements a campus security management system that overcomes the shortcomings of facial recognition. The system captures video via multiple RTSP cameras, accurately detects pedestrians with YOLOv8, and feeds the detected images into a person re-identification model to extract high-dimensional features such as clothing, posture, and gait for cross-camera matching and continuous tracking. Deployed on Alibaba Cloud GPU-accelerated servers, it adopts a cloud-client separation architecture: the cloud provides alerts and low-latency video streams, while the client delivers visualized monitoring, real-time localization, and intelligent alarms. The data layer uses MySQL to store basic information and event logs, Redis to cache feature vectors for faster retrieval, and reserves a high-spec GPU scaling plan. The system achieves high-precision, multi-camera continuous tracking under complex surveillance angles, compensating for the limitations of traditional facial recognition and enhancing campus-wide security.
References
Wang, Hao. "Joint Training of Propensity Model and Prediction Model via Targeted Learning for Recommendation on Data Missing Not at Random." AAAI 2025 Workshop on Artificial Intelligence with Causal Techniques. 2025.
Xie, Minhui, and Shujian Chen. "InVis: Interactive Neural Visualization System for Human-Centered Data Interpretation." Authorea Preprints (2025).
Zhu, Bingxin. "RAID: Reliability Automation through Intelligent Detection in Large-Scale Ad Systems." (2025).
Zhang, Yuhan. "CrossPlatformStack: Enabling High Availability and Safe Deployment for Products Across Meta Services." (2025).
Hu, Xiao. "GenPlayAds: Procedural Playable 3D Ad Creation via Generative Model." (2025).
Li, X., Lin, Y., & Zhang, Y. (2025). A Privacy-Preserving Framework for Advertising Personalization Incorporating Federated Learning and Differential Privacy. arXiv preprint arXiv:2507.12098.
Xu, Haoran. "CivicMorph: Generative Modeling for Public Space Form Development." (2025).
Tu, Tongwei. "SmartFITLab: Intelligent Execution and Validation Platform for 5G Field Interoperability Testing." (2025).
Xie, Minhui, and Boyan Liu. "DataFuse: Optimizing Interview Analytics Through Multimodal Data Integration and Real-Time Visualization." (2025).
Zhu, Bingxin. "TaskComm: Task-Oriented Language Agent for Efficient Small Businesses Workflows." (2025).
Zhang, Yuhan. "Learning to Advertise: Reinforcement Learning for Automated Ad Campaign Optimization for Small Businesses." (2025).
Hu, Xiao. "Learning to Animate: Few-Shot Neural Editors for 3D SMEs." (2025).
Tan, C. (2024). The Application and Development Trends of Artificial Intelligence Technology in Automotive Production. Artificial Intelligence Technology Research, 2(5).
Zhuang, R. (2025). Evolutionary Logic and Theoretical Construction of Real Estate Marketing Strategies under Digital Transformation. Economics and Management Innovation, 2(2), 117-124.
Han, X., & Dou, X. (2025). User recommendation method integrating hierarchical graph attention network with multimodal knowledge graph. Frontiers in Neurorobotics, 19, 1587973.
Yang, J. (2025, July). Identification Based on Prompt-Biomrc Model and Its Application in Intelligent Consultation. In Innovative Computing 2025, Volume 1: International Conference on Innovative Computing (Vol. 1440, p. 149). Springer Nature.
Yang, Zhongheng, Aijia Sun, Yushang Zhao, Yinuo Yang, Dannier Li, and Chengrui Zhou. "RLHF Fine-Tuning of LLMs for Alignment with Implicit User Feedback in Conversational Recommenders." arXiv preprint arXiv:2508.05289 (2025).
Yang, Haowei, Yu Tian, Zhongheng Yang, Zhao Wang, Chengrui Zhou, and Dannier Li. "Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems." arXiv preprint arXiv:2506.17551 (2025).
Zhang, Jingbo, et al. "AI-Driven Sales Forecasting in the Gaming Industry: Machine Learning-Based Advertising Market Trend Analysis and Key Feature Mining." (2025).
Yang, Yifan. "Website Internal Link Optimization Strategy and SEO Effect Evaluation Based on Dijkstra Algorithm." Journal of Computer, Signal, and System Research 2.3 (2025): 90-96.
Xu, Haoran. "UrbanMod: Text-to-3D Modeling for Accelerated City Architecture Planning." Authorea Preprints (2025).
Hsu, Hsin-Ling, et al. "MEDPLAN: A Two-Stage RAG-Based System for Personalized Medical Plan Generation." arXiv preprint arXiv:2503.17900 (2025).
Yuan, Yuping, and Haozhong Xue. "Cross-Media Data Fusion and Intelligent Analytics Framework for Comprehensive Information Extraction and Value Mining." (2025).
Chen, J., Zhang, X., Wu, Y., Ghosh, S., Natarajan, P., Chang, S. F., & Allebach, J. (2022). One-stage object referring with gaze estimation. In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (pp. 5021-5030).
Wang, Y. (2025). RAGNet: Transformer-GNN-Enhanced Cox–Logistic Hybrid Model for Rheumatoid Arthritis Risk Prediction.
Yu, Z., Sun, N., Wu, S., & Wang, Y. (2025, March). Research on Automatic Text Summarization Using Transformer and Pointer-Generator Networks. In 2025 4th International Symposium on Computer Applications and Information Technology (ISCAIT) (pp. 1601-1604). IEEE.
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2025 Feiyang Wang
This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.
