Inpainting is a technique for fixing or removing undesired areas of an image.

In present scenario, image plays a vital role in every aspect such as business images, satellite images, and medical images and so on.

This paper presents a comprehensive review of past traditional image inpainting methods and the present state-of-the-art deep learning methods and also detailed the strengths and weaknesses of each to provide new insights in the field.