Small object perception requires tightly coupled semantic understanding and spatial reasoning. However, existing YOLOv8-based frameworks adopt decoupled heads, limiting task-level representation interaction and causing suboptimal cognitive consistency between classification and localization, particularly for low-resolu...
Objective Non-specific exercise therapies are widely used in the conservative management of adolescent idiopathic scoliosis (AIS) because of their accessibility and broad applicability. However, the comparative effectiveness of different non-specific exercise modalities remains unclear. This study aimed to systematical...
Ya-Xing Guan, Ze-Ning Zhang, Shu Xie· Frontiers in Sports and Acti...· 0 citations
Wrong‐way driving on highways is a low‐frequency but high‐risk event that requires reliable detection by future transportation systems and roadside intelligent infrastructure. Existing camera‐based solutions often rely on fixed lane‐direction settings or short‐term trajectory displacement, making them vulnerable to...
Dian Liu, Xiao-Mei Yuan, Ze-Ning Zhang et al.· Frontiers in Future Transpor...· 0 citations
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