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A new scientific paper titled "Filling the Gaps: A Comprehensive Review of Image Inpainting" has been published by Prof. Dr. Nidhal Khdhair Al-Abbadi, Director of Al-Mustaqbal Center for AI Applications at Al-Mustaqbal University . The paper explores the techniques used for restoring missing or damaged regions of images to maintain overall visual coherence. It provides a comprehensive review of the latest image inpainting techniques, evaluating the strengths and limitations of various methods. The goal of this paper is to offer valuable insights into image restoration and to encourage further research in this important field. Al-Mustaqbal University, the leading university in Iraq.