I. Introduction
Infrared target detection is a crucial task in image processing and plays an essential role in various fields, including military, security, and autonomous driving. Unlike visible imaging, infrared imaging technology effectively captures target information in challenging environmental conditions, such as low light. This capability makes infrared target detection particularly valuable for night reconnaissance and concealed scenarios. Consequently, research in infrared target detection holds significant value for applications.