{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,4,17]],"date-time":"2025-04-17T06:07:38Z","timestamp":1744870058141},"reference-count":41,"publisher":"Oxford University Press (OUP)","issue":"4","license":[{"start":{"date-parts":[[2020,12,7]],"date-time":"2020-12-07T00:00:00Z","timestamp":1607299200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/academic.oup.com\/journals\/pages\/open_access\/funder_policies\/chorus\/standard_publication_model"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2022,4,19]]},"abstract":"<jats:title>Abstract<\/jats:title>\n               <jats:p>Nowadays, the whole world is covered with the revolution of digital information so that digital data are easy to transfer, access and process. Modern image processing tools are used to create forged images; by using these tools, forgers introduced forged region in the original image to spread the rumor in the public. Now there is a challenge for the forensic department to prove the authenticity of the original image. So there is required a new efficient copy-move tamper detection method. To fulfill this requirement, a new computational efficient method for copy-move forgery detection using firefly algorithm is proposed.<\/jats:p>","DOI":"10.1093\/comjnl\/bxaa137","type":"journal-article","created":{"date-parts":[[2020,10,6]],"date-time":"2020-10-06T11:21:35Z","timestamp":1601983295000},"page":"983-996","source":"Crossref","is-referenced-by-count":5,"title":["Robust Detection of Copy-Move Forgery Based on Wavelet Decomposition and Firefly Algorithm"],"prefix":"10.1093","volume":"65","author":[{"given":"Abhishek","family":"Kashyap","sequence":"first","affiliation":[{"name":"Department of Electronics and Communication Engineering, Jaypee Institute of Information Technology, Noida-201304, Uttar Pradesh, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"B","family":"Suresh","sequence":"additional","affiliation":[{"name":"Department of Electronics and Communication Engineering, Jaypee Institute of Information Technology, Noida-201304, Uttar Pradesh, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hariom","family":"Gupta","sequence":"additional","affiliation":[{"name":"Department of Electronics and Communication Engineering, Jaypee Institute of Information Technology, Noida-201304, Uttar Pradesh, India"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"286","published-online":{"date-parts":[[2020,12,7]]},"reference":[{"key":"2022041811431682200_ref1","doi-asserted-by":"crossref","first-page":"16","DOI":"10.1109\/MSP.2008.931079","article-title":"Image forgery detection","volume":"26","author":"Farid","year":"2009","journal-title":"IEEE Signal Process. 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Sci."},{"key":"2022041811431682200_ref5","doi-asserted-by":"crossref","first-page":"758","DOI":"10.1109\/TSP.2004.839932","article-title":"Exposing digital forgeries by detecting traces of resampling","volume":"53","author":"Popescu","year":"2005","journal-title":"IEEE Trans. Signal Process."},{"key":"2022041811431682200_ref6","article-title":"Exposing Digital Forgeries by Detecting Duplicated Image Regions","author":"Popescu","year":"2004"},{"key":"2022041811431682200_ref7","article-title":"Creating and Detecting Doctored and Virtual Images: Implications to the Child Pornography Prevention Act","author":"Farid","year":"2004"},{"key":"2022041811431682200_ref8","first-page":"55","article-title":"Detection of copy move forgery in digital images","volume":"3","author":"Fridrich","year":"2003","journal-title":"Int. J. Comput. 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Comput."},{"key":"2022041811431682200_ref26","doi-asserted-by":"crossref","first-page":"209","DOI":"10.1007\/978-1-84882-983-1_15","article-title":"Firefly Algorithm, Levy Flights and Global Optimization","volume-title":"Research and Development in Intelligent Systems XXVI, 19 October","author":"Yang","year":"2010"},{"key":"2022041811431682200_ref27","doi-asserted-by":"crossref","DOI":"10.1002\/9780470640425","article-title":"Engineering Optimization: An Introduction with Metaheuristic Applications","volume-title":"Forensic Science International","author":"Yang","year":"2010"},{"key":"2022041811431682200_ref28","doi-asserted-by":"crossref","DOI":"10.1137\/1.9781611970104","volume-title":"Ten Lectures on Wavelets","author":"Daubechies","year":"1992"},{"key":"2022041811431682200_ref29","first-page":"138","article-title":"Spectral Density Driven Wavelet Representation of 2-D Images","volume-title":"IEEE Int. Symposium on Signal Processing and Information Technology, Vancouver, BC, 27\u201330 August","author":"Jiwani","year":"2006"},{"key":"2022041811431682200_ref30","doi-asserted-by":"crossref","first-page":"909","DOI":"10.1002\/cpa.3160410705","article-title":"Orthonormal bases of compactly supported wavelets","volume":"41","author":"Daubechies","year":"1988","journal-title":"Commun. Pure Appl. Math."},{"key":"2022041811431682200_ref31","doi-asserted-by":"crossref","first-page":"2365","DOI":"10.1002\/nme.1620371403","article-title":"Introduction to wavelets in engineering","volume":"37","author":"Williams","year":"1994","journal-title":"Int. J. Numer. Methods Eng."},{"key":"2022041811431682200_ref32","article-title":"Detecting Copy-Paste Forgery of JPEG Image via Block Artifact Grid Extraction","volume-title":"International Workshop on Local and Non-Local Approximation in Image Processing","author":"Li","year":"2008"},{"key":"2022041811431682200_ref33","doi-asserted-by":"crossref","DOI":"10.1145\/1877972.1877990","article-title":"Copy-Move Forgery Detection via Texture Description","volume-title":"Proc. 2nd ACM workshop on Multimedia in Forensics, Security and Intelligence","author":"Ardizzone","year":"2010"},{"key":"2022041811431682200_ref34","article-title":"Digital image tamper detection tools","author":"Raj","year":"2005"},{"key":"2022041811431682200_ref35","first-page":"V11-572","article-title":"Detection of Composite Forged Image","volume-title":"Int. Conf. Computer Application and System Modeling (ICCASM)","author":"Zhang","year":"2010"},{"key":"2022041811431682200_ref36","first-page":"423","article-title":"Detecting Doctored JPEG Images via DCT Coefficient Analysis","volume-title":"Computer Vision-ECCV 2006. Lecture Notes in Computer Science","author":"He","year":"2006"},{"key":"2022041811431682200_ref37","doi-asserted-by":"crossref","first-page":"590","DOI":"10.1109\/34.683773","article-title":"Degraded image analysis: an invariant approach","volume":"20","author":"Flusser","year":"1998","journal-title":"IEEE Trans. Pattern Anal. Mach. 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