Unsupervised Denoising for Super-Resolution (UDSR) of Real-World Images

Unsupervised Denoising for Super-Resolution (UDSR) of Real-World Images

Single Image Super-Resolution (SISR) using Convolutional Neural Networks (CNNs) for many applications in supervised manner has resulted in significant improvement in state-of-the-art performance. Such supervised models achieve remarkable accuracy; albeit their poor generalization ability for real-wo...

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Bibliographic Details
Main Authors: Kalpesh Prajapati, Vishal Chudasama, Heena Patel, Anjali Sarvaiya, Kishor Upla, Kiran Raja, Raghavendra Ramachandra, Christoph Busch
Format: Article
Language:English
Published: IEEE 2022-01-01
Series:IEEE Access
Subjects:
Convolutional neural network
generative adversarial network
image enhancement
image restoration
single-image super-resolution
unsupervised learning
Online Access:https://ieeexplore.ieee.org/document/9954406/

Internet

https://ieeexplore.ieee.org/document/9954406/

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