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Xue-Lin Qian

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Preprint Aug 2026

MEC-Patch: Visible-Infrared Cross-Modal Adversarial Attack Driven by Intrinsic Material Emissivity Laws

With the widespread deployment of visible-infrared multimodal perception systems in safety-critical domains such as autonomous driving, evaluating their cross-modal adversarial robustness has become increasingly vital. However, existing approaches exhibit significant limitations in approximating the intrinsic laws of i...

Zhi-Xiang Huang, Xinbo Nie, Wen-Xuan Wang et al. · 0 citations
Jul 2026

UniRef-UAV: A Multimodal Benchmark for Universal Referring in UAV Imagery

This work introduces Universal Referring, a generalized UAV referring task that jointly expands the query modality and the output cardinality, and presents UAV-URNet, a detection-style baseline that maps heterogeneous queries into a shared query space and predicts variable-size target sets through set prediction.

Haibin Tian, Huichao Xie, Xue-Lin Qian et al. · 0 citations

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