Sparse Semi-DETR: Enhancing Semi-Supervised Object Detection with Refined Queries and Reliable Pseudo-Labels

Sparse Semi-DETR introduces a novel query refinement module and a reliable pseudo-label filtering strategy to significantly enhance the performance of semi-supervised object detection, particularly in detecting small or partially obscured objects.