Browsing by Author "MEGUELLATI Khaled, DIBEL Alaa-Eddine"
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Item Super-Resolution Using a Deep Convolutional Network(faculté des sciences et de la technologie* univ bba, 2024-05-28) MEGUELLATI Khaled, DIBEL Alaa-EddineItem Super-Resolution Using a Deep Convolutional Network(faculté des sciences et de la technologie* univ bba, 2024-05-28) MEGUELLATI Khaled, DIBEL Alaa-EddineThis master thesis deals with Super Resolution (SR) which is a set of image processing techniques used in computer vision to improve the quality of degraded images We focus on the differences between conventional image interpolation algorithms and deep learning based algorithms that have made significant progress in image quality improvement technology We will implement Conventional interpolation techniques and then we will implement deep learning algorithms SRCNN, VDSR,DWSR and EDSR Then the comparative study is performed in terms of calculating the peak signal-to-noise ratio PSNR and the structural similarity index SSIM.