The recently launched Google Profiles' new interface now lets you upload "multiple" profile photos and "switch" between them with a simple click. Visitors can see all the photos you've uploaded. It's not enough to click "change photo" and upload the new image: you should also click on the image and delete the previous profile photo.
Profile photos are stored in a Picasa Web album, just like the photos from the Scrapbook section. The main difference is that profile photos can be cropped or edited in Picnik.
If you already have a Google Profile, it's a good idea to upload a new profile photo. The new interface uses bigger photos, so your old avatar looks pixelated.