Funny thing if you have WordPress. When you upload images, you may have compressed your image when saving the file from Photoshop, but WordPress automatically crops that image to various sizes based on your theme and plugins. Some of these cropped files can often be larger than the original full size file.
So make sure you use a CDN or plugin that optimizes all image files.