There are several techniques to optimize images. We are talking about weight in bytes.
Here is a procedure to optimize:
1 - In Photoshop, save for web (72 dpi quality 60 if .jpg)
2 - then optimize in ImageOptim
3 - Use the extension Smush it
You should have an image optimize ...