I share the same sentiment, thankfully there is a way to get image information (dimension, size, etc)
Getting Image Information in Chrome
If you enable resource tracking you can see the image size
1. Right click -> Inspect element -> Resources tab
2. From the "Resource" tab select "Images" and on the left hand side you will see a list of all the image files. If you click any it will give you the image information.