1. A method of operation of a blood detection system comprising: obtaining an input image frame with a camera; extracting image blocks from the input image frame; and calculating an overall blood probability of the image blocks including: determining a red color dominance probability, determining a red color deviation probability, and determining a red color colorfulness probability.