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2026

MGR-Road: Resolving Semantic-Geometric Conflict in One-Shot Vectorized Road Extraction

One-shot vectorized road extraction utilizing vision foundation models (VFMs) has established an efficient framework but suffers from a critical semantic-geometric feature conflict. This conflict is reflected in the erosion of high-frequency geometric details by semantic smoothing and negative gradient interference bet...

Man Yuan, Xiu-Ce Yang, Hui Gong et al. · 0 citations
#artificial intelligence Preprint Oct 2026

Humanity's Sixth Sense: Benchmarking Intuitive Visual Reasoning in Multimodal Models

Humans perceive far more in a scene than what is explicitly depicted: a single glance captures past causes and future trajectories; a quick peek determines if a vehicle can fit between two parked cars; a few seconds of video reveals who holds authority in a room; and a fleeting clip highlights subtle abstract patterns...

Xing-Ming Guo, Jing Gu, Brian Jang et al. · 0 citations

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