Image segmentation is a key part of digital image processing. The researchers developed a method using adaptive genetic algorithms and the OTSU algorithm to find the best threshold value for separating objects from backgrounds in images. This method not only accurately segments images but also does it quickly, thanks to the superior solution ability of the adaptive genetic algorithm.