Hybrid Exemplar based DLSRGAN Image Inpainting Technique for Recovering the Deteriorated Antique Images

Abstract

newlineThis thesis aims to improve the quality of photographs, specifically deteriorated images through inpainting and optimize performance factors for the inpainted images. These improvements are intended for utilization in many application areas. Image inpainting is a crucial technique in image processing that reconstructs damaged or missing parts of an image by estimating content from surrounding pixels or other images or various other sources depending on the application. This process is extensively employed for restoring old photographs, erasing undesirable text or objects and filling in missing elements. newline