Vision-language models (VLMs) have demonstrated strong scene understanding and semantic judgment across diverse tasks, but their appropriate role in cooperative perception remains unclear. Directly asking a VLM to regress 3D detections is unreliable and computationally expensive, whereas using it to select the output o...
Hong-Yi Lin, Yi-Yao Liu, Qi Kang et al.· 0 citations
Human mobility generation aims to synthesize realistic point-of-interest (POI) visitation trajectories and has become an important tool for travel behavior modeling, transportation management, and urban planning. Existing diffusion-based methods achieve high fidelity but require per-city generation, given the inherent...
Zhou-Fu Wang, Bao-Shen Guo, Zhi-Qing Hong et al.· 0 citations
A Mahalanobis-Angle Boundary Loss (MABL) is proposed that explicitly enhances boundary and shape consistency and is introduced, built upon MABL, a boundary- aware remote sensing segmentation framework with Struc- tural Penalties.
Yue-Xi Song, Kai-Lai Sun, Zhuoyue Wang et al.· 0 citations
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