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RED-ADMM-De-QuIP (Single image super-resolution algorithm)

The following script shows an example of a single image super-resolution algorithm (RED+ADMM+De-QuIP) using the quantum adaptive denoiser Denoising by Quantum Interactive Patches (De-QuIP) in a Regularization by Denoising (RED) approache with the ADMM framework.

Download the Quantum adaptive denoiser "De-QuIP" from the following link:

https://github.com/SayantanDutta95/De-QuIP-Denoising

and save denoiser in a folder named as 'De-QuIP' before running the code.

Sample code of the papers:

  1. Sayantan Dutta, Nwigbo Kenule Tuador, Jérome Michetti, Bertrand Georgeot, Duong Hung Pham, Adrian Basarab, and Denis Kouamé, "Quantum denoising-based super-resolution algorithm applied to dental tomography images", 2022 IEEE International Symposium on Biomedical Imaging (ISBI), 2022, pp. 1-4, doi: 10.1109/ISBI52829.2022.9761623.

  2. Sayantan Dutta, Adrian Basarab, Bertrand Georgeot, and Denis Kouamé, "Plug-and-Play Quantum Adaptive Denoiser for Deconvolving Poisson Noisy Images", IEEE Access, 2021, vol. 9, pp. 139771-139791, doi: 10.1109/ACCESS.2021.3118608.

  3. Sayantan Dutta, Adrian Basarab, Bertrand Georgeot, and Denis Kouamé, "A Novel Image Denoising Algorithm Using Concepts of Quantum Many-Body Theory," Signal Processing, vol. 201, pp. 108690, 2022, doi: 10.1016/j.sigpro.2022.108690

  4. Sayantan Dutta, Adrian Basarab, Bertrand Georgeot, and Denis Kouamé, "Image Denoising Inspired by Quantum Many-Body physics," 2021 IEEE International Conference on Image Processing (ICIP), 2021, pp. 1619-1623, doi: 10.1109/ICIP42928.2021.9506794.

  5. Sayantan Dutta, Adrian Basarab, Bertrand Georgeot, and Denis Kouamé, "Quantum mechanics-based signal and image representation: Application to denoising," IEEE Open Journal of Signal Processing, vol. 2, pp. 190–206, 2021.

One should cite these papers for using the following codes.

MATLAB code prepard by Sayantan Dutta E-mail: [email protected] and [email protected]

Please contact Sayantan Dutta for the latest MATLAB code and any further communications.

The following script shows an example of a single image super-resolution algorithm (RED+ADMM+De-QuIP) using the quantum adaptive denoiser Denoising by Quantum Interactive Patches (De-QuIP) in a Regularization by Denoising (RED) approache with the ADMM framework.