The present invention relates to a deep learning system using image patterning based on a convolutional neural network and an image learning method using the same, which includes an image input unit for inputting an input image; A patterning module for generating an input image received from the image input unit as a plurality of patterned pattern images; A CNN learning unit based on a convolution neural network (CNN) that learns an input image received from an image input unit and a pattern image received from a patterning module; A CNN execution unit for receiving learning information from the CNN learning unit and an input image received from the image input unit; And a final classifier for receiving image information from the CNN executing unit and classifying objects of the image information according to types.The present invention provides an image learning apparatus capable of enhancing the quality of image learning information that is vulnerable to various environmental problems (shaking, illuminance, noise, degradation of recognition rate, etc.) and a deep learning system using the same.
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