3 papers
cs.CV2026
CMTFormer: Marrying Transformer with Hierarchical Information Interaction for RGB-Event Object Detection
Yu Li, Yuenan Hou, Yingmei Wei +2
Event cameras capture sparse brightness changes with high temporal resolution and high dynamic range, compensating for the deficiencies of the conventional RGB frames. However, pre…
cs.LG2025
Learning from Peers: Collaborative Ensemble Adversarial Training
Li Dengjin, Guo Yanming, Xie Yuxiang +4
Ensemble Adversarial Training (EAT) attempts to enhance the robustness of models against adversarial attacks by leveraging multiple models. However, current EAT strategies tend to…
cs.CV2024
Cross Domain Object Detection via Multi-Granularity Confidence Alignment based Mean Teacher
Jiangming Chen, Li Liu, Wanxia Deng +4
Cross domain object detection learns an object detector for an unlabeled target domain by transferring knowledge from an annotated source domain. Promising results have been achiev…