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Lingfeng Qi

2 papers

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papers

Publications (2)

cs.CV2026

LWDrive: Layer-Wise World-Model-Guided Vision-Language Model Planning for Autonomous Driving

Chen Yang, Yuhao Wei, Ze Xu +6

Vision-Language Models (VLMs) provide powerful semantic understanding and commonsense reasoning for End-to-End Autonomous Driving (E2E-AD) planning. However, trajectories directly…

cs.CV2025

Shift-Window Meets Dual Attention: A Multi-Model Architecture for Specular Highlight Removal

Tianci Huo, Lingfeng Qi, Yuhan Chen +6

Inevitable specular highlights in practical environments severely impair the visual performance, thus degrading the task effectiveness and efficiency. Although there exist consider…

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