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Xiujin Liu

2 papers indexed

arxivcs.HC2026-07-06

Who Responds When the Driver Is Gone? A Framework for Human Intent Understanding

Xuewen Luo, Ding Fan, Ruiqi Chen, Ye Cao, Xiujin Liu, Bo Yu, et al.

As autonomous vehicles progress toward fully driverless mobility, a critical question emerges: who understands and responds to passengers when the human driver is absent? Existing autonomous driving systems primarily optimize predefined navigation and control objectives from exte…

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arxivcs.CV2026-06-29

CogSENet: Blind Image Deblurring with Blur-Conditioned Semantic Routing and Explicit Frequency Fusion

Pan Wang, Yihao Hu, Xiujin Liu

Blind image deblurring demands the recovery of high-fidelity details and coherent structures from complex, unknown degradations. Current blind image deblurring methods struggle with real-world, spatially varying degradations, and lack the semantic awareness necessary to reliably…

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