1. A method of localizing an object part in a digital image, said method comprising: accessing digital image data containing an object part; obtaining an initial position estimate for object part location of said object part; extracting a sub-image window around said initial position estimate of said object part location; calculating feature values based on pixel values within said sub-image window; and determining an updated position estimate for said object part location based on said calculated feature values.