1. An image recognition apparatus comprising: a feature-value calculating section configured to calculate a feature value in a region of interest segmented from an image; a likelihood calculating section configured to calculate likelihood of an object present in the region of interest referencing the feature value including a plurality of feature value elements and dictionary data including a plurality of dictionary elements; and a dictionary control section configured to acquire the dictionary element corresponding to the feature value element exceeding a set value.