If you happen to have lots of pictures and some of them look very similar or seem to be duplicates, you certainly need a program like Image Comparer. It is capable of scanning large amounts of image files and of finding exact copies or very similar pairs or groups. Then it can delete them automatically for you, which will both save you a lot of time and help you recover wasted disk space... (
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The program works with the following extensions:
icr