The present disclosure provides an image denoising method, an image denoising device, an image denoising apparatus and a storage medium. The method includes: performing edge detection on a color image to obtain a preprocessed image; acquiring a depth image having the same scene as the color image; and performing a first noise reduction process on the preprocessed image according to the depth image to obtain a first image.