This paper presents an improved YOLOv12 model that integrates the Speckle Attention Mechanism (SAM) to enhance small target detection in complex scenes. The model utilizes a spatial-channel collaborative attention module to generate energy weight maps, achieving a lightweight design with a channel compression ratio of 1/8 and only a 1.2 % increase in parameters. Experiments on a ...