润色：Before the rise of deep learning the common image seg-mentation methods are mainly traditional segmentation methods these methods require manual intervention or a pri-ori knowledge and although the

Before the advent of deep learning, the prevailing image segmentation methods were predominantly traditional approaches. These methods often necessitated manual intervention or prior knowledge. While they were not computationally complex, they faced limitations in enhancing segmentation performance for challenging segmentation tasks.