USB 2.0 Support must be enabled in your kernel if your camera is a USB one.
I have a Canon Powershot S50 and it worked in Linux out of the box. I was able to access and copy all the pictures to my hard disk.
I didn't need to install any drivers for this. I think it should work out of the box. Just run an application like Digikam and see if you can access your camera.