Research Aim: Deep learning in computer vision and advancements in technology have made low and high-resolution image reconstruction possible. Image reconstruction is a technical procedure; it has a significant influence on image quality. This study aims to examine the low and high reconstruction of images using various methods. Furthermore, it will analyse the best method used for image reconstruction and help restore pictures successfully. It will also focus on previous studies and help understand how it has evolved in these years.