Can anyone recommend a method to compare an image taken from a web cam to images stored in a database and display the ones that nearly match?
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        You might take a look at this SO question where several options are discussed about how to compare images. It would seem to me that a histogram approach might provide a quick comparison. Obviously it isn't perfect but it can reduce the candidate set down considerably.
 
     
    