An apparatus and method for abstracting motion picture shape descriptor including statistical characteristics of still picture shape descriptor, and video indexing system and method using the same. The game may be a casino-type game, such as poker, blackjack, craps, roulette, and baccarat. The non-parametric approach avoids any model mismatch.