This Special Issue explores recent advances and trends in the use of deep learning and computer vision methods for image restoration/object identification. It seeks original contributions that point out possible ways to deal with image data recovery and identification, such as deep learning techniques, low-level image processing, image restoration, object recolonization/detection, and person/car re-identification. Manuscripts can be submitted until the deadline and accepted papers will be published continuously in the journal.