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The Japanese comic format known as Manga is popular all over the world. It is traditionally produced in black and white, and colorization is time consuming and costly. Automatic colorization methods generally rely on greyscale values, which…

图形学 · 计算机科学 2017-06-22 Paulina Hensman , Kiyoharu Aizawa

We developed "Comicolorization", a semi-automatic colorization system for manga images. Given a monochrome manga and reference images as inputs, our system generates a plausible color version of the manga. This is the first work to address…

计算机视觉与模式识别 · 计算机科学 2017-09-29 Chie Furusawa , Kazuyuki Hiroshiba , Keisuke Ogaki , Yuri Odagiri

This work proposes a complete methodology to colorize images of Fakemon, anime-style monster-like creatures. In addition, we propose algorithms to extract the line art from colorized images as well as to extract color hints. Our work is the…

计算机视觉与模式识别 · 计算机科学 2023-07-13 Erick Oliveira Rodrigues , Esteban Clua , Giovani Bernardes Vitor

Scribble colors based line art colorization is a challenging computer vision problem since neither greyscale values nor semantic information is presented in line arts, and the lack of authentic illustration-line art training pairs also…

计算机视觉与模式识别 · 计算机科学 2018-08-13 Yuanzheng Ci , Xinzhu Ma , Zhihui Wang , Haojie Li , Zhongxuan Luo

The colorization of grayscale images is an ill-posed problem, with multiple correct solutions. In this paper, we propose an adversarial learning colorization approach coupled with semantic information. A generative network is used to infer…

计算机视觉与模式识别 · 计算机科学 2020-01-22 Patricia Vitoria , Lara Raad , Coloma Ballester

Manga is a world popular comic form originated in Japan, which typically employs black-and-white stroke lines and geometric exaggeration to describe humans' appearances, poses, and actions. In this paper, we propose MangaGAN, the first…

计算机视觉与模式识别 · 计算机科学 2020-12-18 Hao Su , Jianwei Niu , Xuefeng Liu , Qingfeng Li , Jiahe Cui , Ji Wan

Recently, realistic image generation using deep neural networks has become a hot topic in machine learning and computer vision. Images can be generated at the pixel level by learning from a large collection of images. Learning to generate…

计算机视觉与模式识别 · 计算机科学 2017-05-09 Yifan Liu , Zengchang Qin , Zhenbo Luo , Hua Wang

Over the last decade, the process of automatic image colorization has been of significant interest for several application areas including restoration of aged or degraded images. This problem is highly ill-posed due to the large degrees of…

计算机视觉与模式识别 · 计算机科学 2018-07-16 Kamyar Nazeri , Eric Ng , Mehran Ebrahimi

This paper introduces a novel method for image colorization that utilizes a color transformer and generative adversarial networks (GANs) to address the challenge of generating visually appealing colorized images. Conventional approaches…

计算机视觉与模式识别 · 计算机科学 2024-10-08 Hamza Shafiq , Bumshik Lee

Colorization is the method of converting an image in grayscale to a fully color image. There are multiple methods to do the same. Old school methods used machine learning algorithms and optimization techniques to suggest possible colors to…

计算机视觉与模式识别 · 计算机科学 2019-06-19 Shreyank Narayana Gowda

Greyscale image colorization for applications in image restoration has seen significant improvements in recent years. Many of these techniques that use learning-based methods struggle to effectively colorize sparse inputs. With the…

计算机视觉与模式识别 · 计算机科学 2019-04-23 Harrish Thasarathan , Kamyar Nazeri , Mehran Ebrahimi

We present a system to help designers create icons that are widely used in banners, signboards, billboards, homepages, and mobile apps. Designers are tasked with drawing contours, whereas our system colorizes contours in different styles.…

机器学习 · 计算机科学 2019-10-14 Tsai-Ho Sun , Chien-Hsun Lai , Sai-Keung Wong , Yu-Shuen Wang

Manga, a form of Japanese comics and distinct visual storytelling, has captivated readers worldwide. Traditionally presented in black and white, manga's appeal lies in its ability to convey complex narratives and emotions through intricate…

计算机视觉与模式识别 · 计算机科学 2023-11-08 Tawin Jiramahapokee

We propose a new method for producing color images from sketches. Current solutions in sketch colorization either necessitate additional user instruction or are restricted to the "paired" translation strategy. We leverage semantic image…

计算机视觉与模式识别 · 计算机科学 2023-01-23 Samet Hicsonmez , Nermin Samet , Emre Akbas , Pinar Duygulu

When creating digital art, coloring and shading are often time consuming tasks that follow the same general patterns. A solution to automatically colorize raw line art would have many practical applications. We propose a setup utilizing two…

计算机视觉与模式识别 · 计算机科学 2017-05-01 Kevin Frans

There is a delicate balance between automating repetitive work in creative domains while staying true to an artist's vision. The animation industry regularly outsources large animation workloads to foreign countries where labor is…

计算机视觉与模式识别 · 计算机科学 2020-06-26 Harrish Thasarathan , Mehran Ebrahimi

In this work recent advances in conditional adversarial networks are investigated to develop an end-to-end architecture based on Convolutional Neural Networks (CNNs) to directly map realistic colours to an input greyscale image. Observing…

图像与视频处理 · 电气工程与系统科学 2019-09-06 Marc Górriz , Marta Mrak , Alan F. Smeaton , Noel E. O'Connor

Image colorization, the task of adding colors to grayscale images, has been the focus of significant research efforts in computer vision in recent years for its various application areas such as color restoration and automatic animation…

计算机视觉与模式识别 · 计算机科学 2025-08-20 Changyuan Qiu , Hangrui Cao , Qihan Ren , Ruiyu Li , Yuqing Qiu

Recently, with the revolutionary neural style transferring methods, creditable paintings can be synthesized automatically from content images and style images. However, when it comes to the task of applying a painting's style to an anime…

计算机视觉与模式识别 · 计算机科学 2017-06-14 Lvmin Zhang , Yi Ji , Xin Lin

Automatic generation of facial images has been well studied after the Generative Adversarial Network (GAN) came out. There exists some attempts applying the GAN model to the problem of generating facial images of anime characters, but none…

计算机视觉与模式识别 · 计算机科学 2017-08-21 Yanghua Jin , Jiakai Zhang , Minjun Li , Yingtao Tian , Huachun Zhu , Zhihao Fang
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