The article discusses how depth information of image pixels is crucial for segmenting images accurately. By focusing on the depth value of pixels, researchers can separate objects from backgrounds and identify sharp edges in images. Various techniques are used to incorporate depth information into the segmentation process, either on its own or in combination with color values. This approach helps in achieving more precise and detailed image segmentation, making it easier to distinguish different parts of an image.