{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,29]],"date-time":"2026-04-29T19:18:25Z","timestamp":1777490305108,"version":"3.51.4"},"reference-count":47,"publisher":"Springer Science and Business Media LLC","issue":"14","license":[{"start":{"date-parts":[[2019,2,26]],"date-time":"2019-02-26T00:00:00Z","timestamp":1551139200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Multimed Tools Appl"],"published-print":{"date-parts":[[2019,7]]},"DOI":"10.1007\/s11042-019-7288-y","type":"journal-article","created":{"date-parts":[[2019,2,27]],"date-time":"2019-02-27T21:26:22Z","timestamp":1551302782000},"page":"20113-20132","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":14,"title":["Multi-scale segmentation strategies in PRNU-based image tampering localization"],"prefix":"10.1007","volume":"78","author":[{"given":"Weiwei","family":"Zhang","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xinhua","family":"Tang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zhenghong","family":"Yang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shaozhang","family":"Niu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2019,2,26]]},"reference":[{"issue":"11","key":"7288_CR1","doi-asserted-by":"publisher","first-page":"2274","DOI":"10.1109\/TPAMI.2012.120","volume":"34","author":"R Achanta","year":"2012","unstructured":"Achanta R, Shaji A, Smith K, Lucchi A, Fua P, S\u00fcSstrunk S (2012) SLIC Superpixels Compared to State-of-the-Art Superpixel Methods. IEEE Transactions on Pattern Analysis & Machine Intelligence 34(11):2274\u20132282","journal-title":"IEEE Transactions on Pattern Analysis & Machine Intelligence"},{"key":"7288_CR2","first-page":"105","volume":"1","author":"YYB Al","year":"2001","unstructured":"Al YYB (2001) Interactive Graph Cuts for Optimal Boundary & Region Segmentation of Objects in N-D Images. Iccv 1:105\u2013112","journal-title":"Iccv"},{"issue":"6","key":"7288_CR3","doi-asserted-by":"publisher","first-page":"737","DOI":"10.1007\/s10278-014-9709-9","volume":"27","author":"A Al-Haj","year":"2014","unstructured":"Al-Haj A, Amer A (2014) Secured Telemedicine Using Region-Based Watermarking with Tamper Localization. J Digit Imaging 27(6):737\u2013750","journal-title":"J Digit Imaging"},{"issue":"3","key":"7288_CR4","doi-asserted-by":"publisher","first-page":"1099","DOI":"10.1109\/TIFS.2011.2129512","volume":"6","author":"I Amerini","year":"2011","unstructured":"Amerini I, Ballan L, Caldelli R, Bimbo AD, Serra G (2011) A SIFT-Based Forensic Method for Copy\u2013Move Attack Detection and Transformation Recovery. IEEE Transactions on Information Forensics & Security 6(3):1099\u20131110","journal-title":"IEEE Transactions on Information Forensics & Security"},{"issue":"3","key":"7288_CR5","doi-asserted-by":"publisher","first-page":"1003","DOI":"10.1109\/TIFS.2012.2187516","volume":"7","author":"T Bianchi","year":"2012","unstructured":"Bianchi T, Piva A (2012) Image Forgery Localization via Block-Grained Analysis of JPEG Artifacts. IEEE Transactions on Information Forensics & Security 7(3):1003\u20131017","journal-title":"IEEE Transactions on Information Forensics & Security"},{"issue":"7","key":"7288_CR6","doi-asserted-by":"publisher","first-page":"1182","DOI":"10.1109\/TIFS.2013.2265677","volume":"8","author":"TJD Carvalho","year":"2013","unstructured":"Carvalho TJD, Riess C, Angelopoulou E, Pedrini H, Rocha ADR (2013) Exposing Digital Image Forgeries by Illumination Color Classification. IEEE Transactions on Information Forensics & Security 8(7):1182\u20131194","journal-title":"IEEE Transactions on Information Forensics & Security"},{"issue":"1","key":"7288_CR7","doi-asserted-by":"publisher","first-page":"74","DOI":"10.1109\/TIFS.2007.916285","volume":"3","author":"M Chen","year":"2008","unstructured":"Chen M, Fridrich J, Goljan M, Luk\u00e1s J (2008) Determining Image Origin and Integrity Using Sensor Noise. IEEE Transactions on Information Forensics & Security 3(1):74\u201390","journal-title":"IEEE Transactions on Information Forensics & Security"},{"key":"7288_CR8","doi-asserted-by":"crossref","unstructured":"Chierchia G, Cozzolino D, Poggi G, Sansone C, Verdoliva L (2014) Guided filtering for PRNU-based localization of small-size image forgeries. In: IEEE International Conference on Acoustics, Speech and Signal Processing, pp 6231\u20136235","DOI":"10.1109\/ICASSP.2014.6854802"},{"key":"7288_CR9","doi-asserted-by":"crossref","unstructured":"Chierchia G, Parrilli S, Poggi G, Sansone C, Verdoliva L (2011) PRNU-based detection of small size image forgeries. In: International Conference on Digital Signal Processing, pp 1\u20136","DOI":"10.1109\/ICDSP.2011.6004957"},{"issue":"4","key":"7288_CR10","doi-asserted-by":"publisher","first-page":"554","DOI":"10.1109\/TIFS.2014.2302078","volume":"9","author":"G Chierchia","year":"2014","unstructured":"Chierchia G, Poggi G, Sansone C, Verdoliva L (2014) A Bayesian-MRF Approach for PRNU-Based Image Forgery Detection. IEEE Transactions on Information Forensics & Security 9(4):554\u2013567","journal-title":"IEEE Transactions on Information Forensics & Security"},{"issue":"6","key":"7288_CR11","doi-asserted-by":"publisher","first-page":"1841","DOI":"10.1109\/TIFS.2012.2218597","volume":"7","author":"V Christlein","year":"2012","unstructured":"Christlein V, Riess C, Jordan J, Riess C, Angelopoulou E (2012) An Evaluation of Popular Copy-Move Forgery Detection Approaches. IEEE Transactions on Information Forensics & Security 7(6):1841\u20131854","journal-title":"IEEE Transactions on Information Forensics & Security"},{"key":"7288_CR12","unstructured":"Cozzolino D, Gragnaniello D, Verdoliva L (2015) Image forgery localization through the fusion of camera-based, feature-based and pixel-based techniques. In: IEEE International Conference on Image Processing, pp 5302\u20135306"},{"key":"7288_CR13","doi-asserted-by":"crossref","unstructured":"Cozzolino D, Poggi G, Verdoliva L (2016) Splicebuster: A new blind image splicing detector. In: IEEE International Workshop on Information Forensics & Security","DOI":"10.1109\/WIFS.2015.7368565"},{"key":"7288_CR14","unstructured":"Cozzolino D, Verdoliva L (2017) Single-image splicing localization through autoencoder-based anomaly detection. In: IEEE International Workshop on Information Forensics and Security, pp 1\u20136"},{"issue":"8","key":"7288_CR15","doi-asserted-by":"publisher","first-page":"2080","DOI":"10.1109\/TIP.2007.901238","volume":"16","author":"K Dabov","year":"2007","unstructured":"Dabov K, Foi A, Katkovnik V, Egiazarian K (2007) Image denoising by sparse 3-D transform-domain collaborative filtering. IEEE Trans Image Process 16(8):2080\u20132095","journal-title":"IEEE Trans Image Process"},{"key":"7288_CR16","unstructured":"Fan W, Wang K, Cayre F (2016) General-purpose image forensics using patch likelihood under image statistical models. In: IEEE International Workshop on Information Forensics and Security, pp 1\u20136"},{"issue":"5","key":"7288_CR17","doi-asserted-by":"publisher","first-page":"1566","DOI":"10.1109\/TIFS.2012.2202227","volume":"7","author":"P Ferrara","year":"2012","unstructured":"Ferrara P, Bianchi T, Rosa AD, Piva A (2012) Image Forgery Localization via Fine-Grained Analysis of CFA Artifacts. IEEE Transactions on Information Forensics & Security 7(5):1566\u20131577","journal-title":"IEEE Transactions on Information Forensics & Security"},{"key":"7288_CR18","unstructured":"Gaborini L, Bestagini P, Milani S, Tagliasacchi M, Tubaro S (2015) Multi-clue image tampering localization. In: IEEE International Workshop on Information Forensics and Security, pp 125\u2013130"},{"key":"7288_CR19","doi-asserted-by":"publisher","unstructured":"Ge L, Ju R, Ren T, Wu G (2015) Interactive RGB-D Image Segmentation Using Hierarchical Graph Cut and Geodesic Distance. In: Pacific Rim Conference on Multimedia, Gwangju. Springer, pp 114\u2013124. https:\/\/doi.org\/10.1007\/978-3-319-24075-6","DOI":"10.1007\/978-3-319-24075-6"},{"issue":"8","key":"7288_CR20","doi-asserted-by":"publisher","first-page":"1826","DOI":"10.1109\/TCSVT.2016.2539828","volume":"27","author":"JU Hou","year":"2017","unstructured":"Hou JU, Lee HK (2017) Detection of Hue Modification Using Photo Response Nonuniformity. IEEE Transactions on Circuits & Systems for Video Technology 27(8):1826\u20131832","journal-title":"IEEE Transactions on Circuits & Systems for Video Technology"},{"issue":"3","key":"7288_CR21","doi-asserted-by":"publisher","first-page":"450","DOI":"10.1109\/TIFS.2007.903848","volume":"2","author":"MK Johnson","year":"2007","unstructured":"Johnson MK, Farid H (2007) Exposing Digital Forgeries in Complex Lighting Environments. IEEE Transactions on Information Forensics & Security 2(3):450\u2013461","journal-title":"IEEE Transactions on Information Forensics & Security"},{"key":"7288_CR22","unstructured":"Kai SC, Lam EY, Wong KKY (2006) Source camera identification using footprints from lens aberration. Proceedings of SPIE - The International Society for Optical Engineering 6069:60690J\u201360690J-60698"},{"issue":"1","key":"7288_CR23","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1186\/1687-5281-2014-19","volume":"2014","author":"X Kang","year":"2014","unstructured":"Kang X, Chen J, Lin K, Peng A (2014) A context-adaptive SPN predictor for trustworthy source camera identification. Eurasip Journal on Image & Video Processing 2014(1):1\u201311","journal-title":"Eurasip Journal on Image & Video Processing"},{"issue":"2","key":"7288_CR24","doi-asserted-by":"publisher","first-page":"343","DOI":"10.1007\/s11554-015-0505-7","volume":"12","author":"G Kokkonis","year":"2016","unstructured":"Kokkonis G, Psannis KE, Roumeliotis M, Ishibashi Y (2016) Efficient algorithm for transferring a real-time HEVC stream with haptic data through the internet. J Real-Time Image Proc 12(2):343\u2013355","journal-title":"J Real-Time Image Proc"},{"issue":"4","key":"7288_CR25","doi-asserted-by":"publisher","first-page":"809","DOI":"10.1109\/TIFS.2016.2636089","volume":"12","author":"P Korus","year":"2017","unstructured":"Korus P, Huang J (2017) Multi-Scale Analysis Strategies in PRNU-Based Tampering Localization. IEEE Transactions on Information Forensics & Security 12(4):809\u2013824","journal-title":"IEEE Transactions on Information Forensics & Security"},{"issue":"2","key":"7288_CR26","doi-asserted-by":"publisher","first-page":"392","DOI":"10.1109\/TIFS.2016.2620280","volume":"12","author":"A Lawgely","year":"2017","unstructured":"Lawgely A, Khelifi F (2017) Sensor Pattern Noise Estimation Based on Improved Locally Adaptive DCT Filtering and Weighted Averaging for Source Camera Identification and Verification. IEEE Transactions on Information Forensics & Security 12(2):392\u2013404","journal-title":"IEEE Transactions on Information Forensics & Security"},{"issue":"3","key":"7288_CR27","doi-asserted-by":"publisher","first-page":"507","DOI":"10.1109\/TIFS.2014.2381872","volume":"10","author":"J Li","year":"2015","unstructured":"Li J, Li X, Yang B, Sun X (2015) Segmentation-Based Image Copy-Move Forgery Detection Scheme. IEEE Transactions on Information Forensics & Security 10(3):507\u2013518","journal-title":"IEEE Transactions on Information Forensics & Security"},{"issue":"3","key":"7288_CR28","doi-asserted-by":"publisher","first-page":"381","DOI":"10.1109\/LSP.2016.2521349","volume":"23","author":"X Lin","year":"2016","unstructured":"Lin X, Li CT (2016) Enhancing Sensor Pattern Noise via Filtering Distortion Removal. IEEE Signal Processing Letters 23(3):381\u2013385","journal-title":"IEEE Signal Processing Letters"},{"issue":"1","key":"7288_CR29","doi-asserted-by":"publisher","first-page":"126","DOI":"10.1109\/TIFS.2015.2478748","volume":"11","author":"X Lin","year":"2017","unstructured":"Lin X, Li CT (2017) Preprocessing Reference Sensor Pattern Noise via Spectrum Equalization. IEEE Transactions on Information Forensics & Security 11(1):126\u2013140","journal-title":"IEEE Transactions on Information Forensics & Security"},{"issue":"3","key":"7288_CR30","doi-asserted-by":"publisher","first-page":"1111","DOI":"10.1109\/TIFS.2011.2144584","volume":"6","author":"Q Liu","year":"2011","unstructured":"Liu Q, Cao X, Deng C, Guo X (2011) Identifying Image Composites Through Shadow Matte Consistency. IEEE Transactions on Information Forensics & Security 6(3):1111\u20131122","journal-title":"IEEE Transactions on Information Forensics & Security"},{"key":"7288_CR31","first-page":"259","volume":"251","author":"H Lombaert","year":"2005","unstructured":"Lombaert H, Sun Y, Grady L, Xu C (2005) A multilevel banded graph cuts method for fast image segmentation. Iccv 1 251:259\u2013265","journal-title":"Iccv 1"},{"issue":"2","key":"7288_CR32","doi-asserted-by":"publisher","first-page":"205","DOI":"10.1109\/TIFS.2006.873602","volume":"1","author":"J Lukas","year":"2006","unstructured":"Lukas J, Fridrich J, Goljan M (2006) Digital camera identification from sensor pattern noise. IEEE Transactions on Information Forensics & Security 1(2):205\u2013214","journal-title":"IEEE Transactions on Information Forensics & Security"},{"issue":"2","key":"7288_CR33","doi-asserted-by":"publisher","first-page":"202","DOI":"10.1007\/s11263-013-0688-y","volume":"110","author":"S Lyu","year":"2014","unstructured":"Lyu S, Pan X, Zhang X (2014) Exposing Region Splicing Forgeries with Blind Local Noise Estimation. Int J Comput Vis 110(2):202\u2013221","journal-title":"Int J Comput Vis"},{"issue":"2","key":"7288_CR34","doi-asserted-by":"publisher","first-page":"180","DOI":"10.1016\/j.forsciint.2006.11.002","volume":"171","author":"B Mahdian","year":"2007","unstructured":"Mahdian B, Saic S (2007) Detection of copy-move forgery using a method based on blur moment invariants. Forensic Sci Int 171(2):180\u2013189","journal-title":"Forensic Sci Int"},{"issue":"2","key":"7288_CR35","doi-asserted-by":"publisher","first-page":"473","DOI":"10.1007\/s11554-015-0509-3","volume":"12","author":"VA Memos","year":"2016","unstructured":"Memos VA, Psannis KE (2016) Encryption algorithm for efficient transmission of HEVC media. J Real-Time Image Proc 12(2):473\u2013482","journal-title":"J Real-Time Image Proc"},{"key":"7288_CR36","doi-asserted-by":"crossref","unstructured":"Memos VA, Psannis KE, Ishibashi Y, Kim BG, Gupta BB (2017) An efficient algorithm for media-based surveillance system (EAMSuS) in IoT Smart City Framework. Future Generation Computer Systems","DOI":"10.1016\/j.future.2017.04.039"},{"issue":"1","key":"7288_CR37","doi-asserted-by":"crossref","first-page":"267691","DOI":"10.1155\/2013\/267691","volume":"2013","author":"P Mishra","year":"2013","unstructured":"Mishra P, Mishra N, Sharma S, Patel R (2013) Region duplication forgery detection technique based on SURF and HAC. Sci World J 2013(1):267691","journal-title":"Sci World J"},{"issue":"1","key":"7288_CR38","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1155\/WCN\/2006\/24616","volume":"2006","author":"KE Psannis","year":"2006","unstructured":"Psannis KE, Ishibashi Y (2006) Impact of Video Coding on Delay and Jitter in 3G Wireless Video Multicast Services. EURASIP J Wirel Commun Netw 2006(1):1\u20137","journal-title":"EURASIP J Wirel Commun Netw"},{"key":"7288_CR39","doi-asserted-by":"publisher","unstructured":"Psannis KE, Stergiou C, Gupta BB (2018) Advanced Media-based Smart Big Data on Intelligent Cloud Systems. IEEE Transactions on Sustainable Computing. https:\/\/doi.org\/10.1109\/TSUSC.2018.2817043","DOI":"10.1109\/TSUSC.2018.2817043"},{"issue":"C","key":"7288_CR40","doi-asserted-by":"publisher","first-page":"195","DOI":"10.1016\/j.jvcir.2016.03.005","volume":"38","author":"CM Pun","year":"2016","unstructured":"Pun CM, Liu B, Yuan XC (2016) Multi-scale noise estimation for image splicing forgery detection. J Vis Commun Image Represent 38(C):195\u2013206","journal-title":"J Vis Commun Image Represent"},{"issue":"8","key":"7288_CR41","doi-asserted-by":"publisher","first-page":"1705","DOI":"10.1109\/TIFS.2015.2423261","volume":"10","author":"CM Pun","year":"2015","unstructured":"Pun CM, Yuan XC, Bi XL (2015) Image Forgery Detection Using Adaptive Over-Segmentation and Feature Points Matching. IEEE Transactions on Information Forensics & Security 10(8):1705\u20131716","journal-title":"IEEE Transactions on Information Forensics & Security"},{"issue":"8","key":"7288_CR42","doi-asserted-by":"publisher","first-page":"1355","DOI":"10.1109\/TIFS.2013.2272377","volume":"8","author":"SJ Ryu","year":"2013","unstructured":"Ryu SJ, Kirchner M, Lee MJ, Lee HK (2013) Rotation Invariant Localization of Duplicated Image Regions Based on Zernike Moments. IEEE Transactions on Information Forensics & Security 8(8):1355\u20131370","journal-title":"IEEE Transactions on Information Forensics & Security"},{"issue":"7","key":"7288_CR43","first-page":"31","volume":"6","author":"K Saiqa","year":"2011","unstructured":"Saiqa K, Arun K (2011) Reduced Time Complexity for Detection of Copy-Move Forgery Using Discrete Wavelet Transform. Int J Comput Appl 6(7):31\u201336","journal-title":"Int J Comput Appl"},{"key":"7288_CR44","doi-asserted-by":"publisher","first-page":"201","DOI":"10.1016\/j.jvcir.2018.01.010","volume":"51","author":"R Salloum","year":"2017","unstructured":"Salloum R, Ren Y, Kuo CCJ (2017) Image Splicing Localization using a Multi-task Fully Convolutional Network (MFCN). J Vis Commun Image Represent 51:201\u2013209","journal-title":"J Vis Commun Image Represent"},{"key":"7288_CR45","doi-asserted-by":"crossref","unstructured":"Stergiou C, Psannis KE, Plageras AP, Kokkonis G, Ishibashi Y (2017) Architecture for Security monitoring in IoT Environments. Paper presented at the 26th IEEE International Symposium on Industrial Electronics, Edinburgh","DOI":"10.1109\/ISIE.2017.8001447"},{"issue":"10","key":"7288_CR46","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s11042-016-3660-3","volume":"76","author":"H Yao","year":"2017","unstructured":"Yao H, Wang S, Zhang X, Qin C, Wang J (2017) Detecting Image Splicing Based on Noise Level Inconsistency. Multimed Tools Appl 76(10):1\u201323","journal-title":"Multimed Tools Appl"},{"issue":"1","key":"7288_CR47","doi-asserted-by":"publisher","first-page":"55","DOI":"10.1109\/TIFS.2012.2223680","volume":"8","author":"Y Zhao","year":"2013","unstructured":"Zhao Y, Wang S, Zhang X, Yao H (2013) Robust Hashing for Image Authentication Using Zernike Moments and Local Features. IEEE Transactions on Information Forensics & Security 8(1):55\u201363","journal-title":"IEEE Transactions on Information Forensics & Security"}],"container-title":["Multimedia Tools and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-019-7288-y.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11042-019-7288-y\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-019-7288-y.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,7,15]],"date-time":"2024-07-15T05:28:10Z","timestamp":1721021290000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11042-019-7288-y"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,2,26]]},"references-count":47,"journal-issue":{"issue":"14","published-print":{"date-parts":[[2019,7]]}},"alternative-id":["7288"],"URL":"https:\/\/doi.org\/10.1007\/s11042-019-7288-y","relation":{},"ISSN":["1380-7501","1573-7721"],"issn-type":[{"value":"1380-7501","type":"print"},{"value":"1573-7721","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,2,26]]},"assertion":[{"value":"31 May 2018","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"13 December 2018","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"27 January 2019","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"26 February 2019","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}