1. A classification apparatus comprising: circuitry configured to: generate, based on a processing target image, a first image showing an object, the processing target image being generated by an image capturing circuit that captures an image of the object whose circumferential orientation is not constant when the image capturing circuit captures the image; generate, as a feature image showing a feature of the object, at least a part of a piece of a first rotational combined image obtained by combining a plurality of first rotated images obtained by rotating the first image; compare the feature image with a template feature image showing a feature of a comparison target and classify, based on a comparison result, whether the object appearing in the processing target image corresponds to the comparison target, wherein the template feature image is a composite image obtained by composition of a plurality of standard feature images individually generated based on a plurality of standard images in which a plurality of comparison targets individually appear, and each of the plurality of standard feature images is at least a part of a second rotational combined image obtained by combining a plurality of second rotated images obtained by rotating a second image that is generated based on the standard image used in the generation of the standard feature image and shows a comparison target appearing in the standard image; and classify, based on the feature image, whether the object appearing in the processing target image is proper, the object being one of a coin, a substrate on which a plurality of components are mounted, a snack, and a sticker attached to a package.