Image Colorization with Deep Convolutional Neural …

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Image Colorization with deep Convolutional Neural NetworksJeff present a Convolutional - Neural - network -based sys-tem that faithfully colorizes black and white photographicimages without direct human assistance. We explore var-ious network architectures, objectives, color spaces, andproblem formulations. The final classification-based modelwe build generates colorized images that are significantlymore aesthetically-pleasing than those created by the base-line regression-based model, demonstrating the viability ofour methodology and revealing promising avenues for fu-ture IntroductionAutomated Colorization of black and white images hasbeen subject to much research within the computer visionand machine learning communities.

Image Colorization with Deep Convolutional Neural Networks Jeff Hwang jhwang89@stanford.edu You Zhou youzhou@stanford.edu Abstract We present a convolutional-neural-network-based sys-tem that faithfully colorizes black and white photographic images without direct human assistance. We explore var-ious network architectures, objectives, color ...

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