Optimize Image Size and Quality
Jpg works best for photos, while png is best for graphics. New image formats such as JPEG 2000, JPEG XR, or WebP shrinks image size while maintaining quality.
Since it is so important to speed up the load time on mobile, you might consider removing the above-the-fold photo just on mobile, perhaps using a graphic or pattern instead.