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APPARATUS FOR CLASSIFYING SKIN CONDITIONS AND APPARATUS FOR GENERATING SKIN CONDITION CLASSIFICATION MODEL USED ON THE SAME APPARATUS AND METHOD THEREOF
APPARATUS FOR CLASSIFYING SKIN CONDITIONS AND APPARATUS FOR GENERATING SKIN CONDITION CLASSIFICATION MODEL USED ON THE SAME APPARATUS AND METHOD THEREOF
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机译:用于对皮肤状况进行分类的设备以及用于在同一设备上生成皮肤状况分类模型的设备及其方法
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摘要
A skin condition classification apparatus, a skin condition classification model generation apparatus used in the skin condition classification apparatus and a method thereof are disclosed. A structure storage unit in the skin condition classification model generation apparatus stores a plurality of classifying structures wherein each of the classifying structures includes a dictionary which have learnt a plurality of skin images, a sparse representation extracted from the dictionary and a classifier generated from the sparse representation. A structure generation unit generates the plurality of classifying structures using a sparse coding algorithm for data of a plurality of skin images and stores the generated structures in the structure storage unit. A final model generation unit applies an adoboosting algorithm to a plurality of classifiers of the structure storage unit to generate a boosting sparse coding model which is a final skin condition classification model. By using the final skin condition classification model, the skin condition classification apparatus can perform accurate skin condition classification on a new image.
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