4 papers
Catastrophic Forgetting Mitigation via Discrepancy-Weighted Experience Replay
Xinrun Xu, Jianwen Yang, Qiuhong Zhang +3
Continually adapting edge models in cloud-edge collaborative object detection for traffic monitoring suffers from catastrophic forgetting, where models lose previously learned know…
High-Quality Pseudo-Label Generation Based on Visual Prompt Assisted Cloud Model Update
Xinrun Xu, Qiuhong Zhang, Jianwen Yang +4
Generating high-quality pseudo-labels on the cloud is crucial for cloud-edge object detection, especially in dynamic traffic monitoring where data distributions evolve. Existing me…
A Multi-constraint and Multi-objective Allocation Model for Emergency Rescue in IoT Environment
Xinrun Xu, Zhanbiao Lian, Yurong Wu +4
Emergency relief operations are essential in disaster aftermaths, necessitating effective resource allocation to minimize negative impacts and maximize benefits. In prolonged crise…
A Clustering Method with Graph Maximum Decoding Information
Xinrun Xu, Manying Lv, Zhanbiao Lian +4
The clustering method based on graph models has garnered increased attention for its widespread applicability across various knowledge domains. Its adaptability to integrate seamle…