1. An image decoding method for decoding a coded image, the method comprising: performing, using a processor, bypass arithmetic decoding on a bin string using a fixed probability; converting the decoded bin string into a sample adaptive offset value; and applying, in a sample adaptive offset process, the sample adaptive offset value to a pixel value of a reconstructed image corresponding to the coded image.