基于卷积神经网络的卡通自动上色

D. Varga, C. Szabó, T. Szirányi
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引用次数: 11

摘要

本文主要研究卡通自动上色问题。这是一个困难的问题,因为它是一个病态的问题,通常需要用户干预才能达到高质量。受近年来基于深度学习技术的自然图像着色成功的启发,我们使用卷积神经网络研究了卡通领域的着色问题。据我们所知,目前还没有论文或研究使用深度学习技术来解决这个问题。本文研究了一种基于深度卷积神经网络的卡通色彩自动填充方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Automatic Cartoon Colorization Based on Convolutional Neural Network
This paper deals with automatic cartoon colorization. This is a hard issue, since it is an ill-posed problem that usually requires user intervention to achieve high quality. Motivated by the recent successes in natural image colorization based on deep learning techniques, we investigate the colorization problem at the cartoon domain using Convolutional Neural Network. To our best knowledge, no existing papers or research studies address this problem using deep learning techniques. Here we investigate a deep Convolutional Neural Network based automatic color filling method for cartoons.
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