2020 is the 90th anniversary of the birth of King-Sun Fu, the father of the pattern recognition and a world-renowned scientist in artificial intelligence and machine vision. This paper recalls the legendary life of Professor Fu, tells many of his touching stories, as well as his scientific thought and spirit, and evaluates his outstanding contributions to the disciplines of pattern recognition and machine intelligence.