The present invention relates to a deep learning system using image patterning based on a convolution neural network, and an image learning method using the same. The deep learning system of the present invention comprises: an image input unit for inputting an input image; a patterning module for allowing the input image received from the image input unit to be generated as a plurality of patterned images; a convolution neural network (CNN) learning unit based on a CNN for learning the input image received from the image input unit, and the patterned images received from the patterning module; a CNN execution unit for receiving learning information from the CNN learning unit and the input image received from the image input unit; and a final classification unit for receiving image information from the CNN execution unit to classify objects of the image information into categories. According to the present invention, an image learning device capable of improving the quality of image learning information vulnerable to various environmental problems (shaking, illuminance, noise, degradation of recognition rate, etc.), and a deep learning system using the same can be provided.;COPYRIGHT KIPO 2017
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