Search engine ( Google Speed Test, Yahoo, ...) Image optimizer
Free useful tool for image optimizations for speed test checks.
If Page Speed still shows that image is not optimized - try with lower quality 80-89%. And if it still not optimized ( especially PNG files ) try with quality less then 30%;