High-Definition Image Formation Using Multi-stage Cycle Generative Adversarial Network with Applications in Image Forensic

• Published in: Arabian journal for science and engineering (2011) Vol. 49; no. 3; pp. 3887 - 3896
• Main Authors: Arif, Danish, Mehmood, Zahid, Ullah, Amin, Winberg, Simon
• Format: Journal Article
• Language: English
• Published: Berlin/Heidelberg Springer Berlin Heidelberg 01.03.2024; Springer Nature B.V
• Subjects: Color imagery; Crime; Crime prevention; Engineering; Forensic computing; Generative adversarial networks; High definition; Humanities and Social Sciences; Mean square errors; multidisciplinary; Pixels; Police; Research Article-Computer Engineering and Computer Science; Root-mean-square errors; Science; Sketches; Training; Image forensic; Smart cities; Face sketch; Generative adversarial network; Multistage cycle generative adversarial network; Image translation

In the modern world, human safety and crime control are daunting tasks. Each year the number of street crime cases has been increasing. In many cases, the culprit is unknown, in which the challenging task is to identify the right culprit possibly among hundreds of options in contexts of densely popu...