ABSTRACT
Automatic line-drawings colorization of anime characters is a challenging problem in computer graphics. The previous fully automatic colorization method suffers from colorization accuracy and costs colorization artists to validate and correct colorization errors. We propose to improve the colorization accuracy by introducing “pre-colorization” step into our production pipeline that requests user to manually colorize partial regions in line-drawings before doing automatic colorization. The pre-colorized regions work as clues to colorize the other regions and improve the colorization accuracy. We found an optimal region to be pre-colorized to obtain the best automatic colorization performance.
Supplemental Material
Available for Download
- Daichi Ishii, Hiroyuki Kubo, Seitaro Shinagawa, Akinobu Maejima, Takuya Funatomi, Satoshi Nakamura, and Yasuhiro Mukaigawa. 2020. Confidence-aware Practical Anime-style Colorization. In Special Interest Group on Computer Graphics and Interactive Techniques Conference Talks. 1–2.Google Scholar
- Olaf Ronneberger, Philipp Fischer, and Thomas Brox. 2015. U-net: Convolutional networks for biomedical image segmentation. In International Conference on Medical image computing and computer-assisted intervention. Springer, 234–241.Google ScholarCross Ref
Index Terms
- Improved Automatic Colorization by Optimal Pre-colorization
Recommendations
Automatic grayscale image colorization using histogram regression
Colorization aims to adding colors to a grayscale image. This task is ill-posed in the sense that assigning the colors to a grayscale image without any prior knowledge is ambiguous. Most of the previous methods require some amount of user interventions, ...
Manga colorization
SIGGRAPH '06: ACM SIGGRAPH 2006 PapersThis paper proposes a novel colorization technique that propagates color over regions exhibiting pattern-continuity as well as intensity-continuity. The proposed method works effectively on colorizing black-and-white manga which contains intensive ...
Colorization of grayscale images and videos using a semi-automatic approach
ICIP'09: Proceedings of the 16th IEEE international conference on Image processingColorization is a computer-aided process of adding color to a grayscale image or video. The task of colorizing a grayscale image involves assigning three dimensional (RGB) pixel values to an image which varies along only one dimension (luminance or ...
Comments