Yong-Jie Gong

Cognitively Aligned Dual-Task Interaction for Small Object Perception in Highway Surveillance

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...