1. A image noise reduction method comprising: capturing an image, including capturing depth information of at least one object in the image; generating a depth map of the image including the depth information of the at least one object; generating segmentation information corresponding to the image by over-segmenting the depth map; determining at least one segment to be noise based on the segmentation information; and deleting the at least one segment determined to be noise.