Duplicate image finder

Maybe you are amateur photographer and you have a large collection of albums. Maybe you like to collect amazing pictures. Over the years you have accumulated thousands of pictures on your PC or laptop. Certainly you are constantly taking digital pictures and copying them onto the computer. So, you have many duplicate pictures on your computer in different directories. Is there an easy way to automatically detect and weed out duplicate images?