The present invention provides an image processing apparatus capable of retrieving a specific pattern from an image at a high speed in an image recognizing processing. The locking mechanism has a base plate, a hook, a pawl, a release lever, a thrust member, a locking spring and a thrust spring. The system and methods of the present invention include a module for stabilizing small or noisy samples of data, including the prediction of missing observations.