Abstract The aviation industry is growing rapidly, but due to inadequate airport surveillance technology, there have been incidents of UAV intruding into airports and birds striking aircraft in the clearance area. Existing use radar-based detection technology monitor area, they cannot correctly identify type number size birds. Based on this problem, paper proposes a deformable DETR (DEtection T...