Enhancement of Anime Imaging Enlargement using Modified Super-Resolution CNN

10/05/2021
by   Tanakit Intaniyom, et al.
4

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.

READ FULL TEXT

page 1

page 2

page 4

page 5

research
04/16/2019

Super Resolution Convolutional Neural Network Models for Enhancing Resolution of Rock Micro-CT Images

Single Image Super Resolution (SISR) techniques based on Super Resolutio...
research
06/29/2021

A Mixed-Supervision Multilevel GAN Framework for Image Quality Enhancement

Deep neural networks for image quality enhancement typically need large ...
research
05/02/2023

Self-similarity-based super-resolution of photoacoustic angiography from hand-drawn doodles

Deep-learning-based super-resolution photoacoustic angiography (PAA) is ...
research
06/08/2020

Photoacoustic Microscopy with Sparse Data Enabled by Convolutional Neural Networks for Fast Imaging

Photoacoustic microscopy (PAM) has been a promising biomedical imaging t...
research
06/03/2016

RAISR: Rapid and Accurate Image Super Resolution

Given an image, we wish to produce an image of larger size with signific...
research
09/06/2019

Deep CNN frameworks comparison for malaria diagnosis

We compare Deep Convolutional Neural Networks (DCNN) frameworks, namely ...
research
01/19/2018

Quality Classified Image Analysis with Application to Face Detection and Recognition

Motion blur, out of focus, insufficient spatial resolution, lossy compre...

Please sign up or login with your details

Forgot password? Click here to reset