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Enhancement of Anime Imaging Enlargement using Modified Super-Resolution CNN

Author(s)
Intaniyom, Tanakit
Thananporn, Warinthorn
Woraratpanya, Kuntpong
Date Issued
January 1, 2021
Type
Conference Paper
DOI
10.1109/ICITEE53064.2021.9611842
Abstract
Anime is a storytelling medium similar to movies and books. Anime images are a kind of artworks, which are almost entirely drawn by hand. Hence, reproducing existing Anime with larger sizes and higher quality images is expensive. Therefore, we proposed a model based on convolutional neural networks to extract outstanding features of images, enlarge those images, and enhance the quality of Anime images. We trained the model with a training set of 160 images and a validation set of 20 images. We tested the trained model with a testing set of 20 images. The experimental results indicated that our model successfully enhanced the image quality with a larger image-size when compared with the common existing image enlargement and the original SRCNN method.
Citation
2021 13th International Conference on Information Technology and Electrical Engineering Icitee 2021, 226-231, 2021
Subjects

Anime

Convolutional Neural ...

Image Enhancement

Image Enlargement

Image super-resolutio...

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