Maximum quality, low compression 98k JPGfile	130k PNG file (not supported by all browsers)
Low quality, maximum compression 65k JPG file	Web safe palette 65k GIF file

There are differences in image quality based on file type, as you can probably see.

As you are developing for the Web, you'll have to decide which is more important, load time or image quality.