Deep Learning Revolutionizes Image Segmentation: Overcoming Traditional Limitations

With the advent of deep learning, traditional image segmentation methods have been overshadowed. These traditional methods heavily rely on manual intervention or prior knowledge, which restricts their segmentation performance. Moreover, though these methods have low computational complexity, they struggle with challenging segmentation tasks, thus limiting their effectiveness.