Free online image compression tool
If you only need to compress online, like me, this site is free for unlimited use
Supports PNG and JPG formats
Photoshop plug-ins that allow you to quickly compress
It costs 50 USD, Click here for details: https://tinypng.com/photoshop
By the way, the pictures on this site have been compressed with tinypng, which can open websites faster and reduce storage space.