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cs.CV2025
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…
cs.CV2025
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…