2026
PaQ-DETR: Learning Pattern and Quality-Aware Dynamic Queries for Object Detection
CVPR 2026
Detection Transformer (DETR) has redefined object detection by casting it as a set prediction task within an end-to-end framework. Despite its elegance, DETR and its variants still rely on fixed learnable queries and suffer from severe query utilization imbalance, which limits adaptability and leave