{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T17:44:31Z","timestamp":1777657471973,"version":"3.51.4"},"reference-count":94,"publisher":"Springer Science and Business Media LLC","issue":"1","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Multimed Tools Appl"],"published-print":{"date-parts":[[2011,1]]},"DOI":"10.1007\/s11042-010-0620-1","type":"journal-article","created":{"date-parts":[[2010,10,23]],"date-time":"2010-10-23T07:00:57Z","timestamp":1287817257000},"page":"133-162","source":"Crossref","is-referenced-by-count":272,"title":["Digital image forensics: a booklet for beginners"],"prefix":"10.1007","volume":"51","author":[{"given":"Judith A.","family":"Redi","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Wiem","family":"Taktak","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jean-Luc","family":"Dugelay","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2010,10,24]]},"reference":[{"key":"620_CR1","doi-asserted-by":"crossref","unstructured":"Adams J, Parulski K, Sapulding K (1998) Color processing in digital cameras. IEEE Micro 18(6)","DOI":"10.1109\/40.743681"},{"key":"620_CR2","doi-asserted-by":"crossref","unstructured":"Amerini I, Ballan L, Caldelli R, Del Bimbo A, Serra G (2010) Geometric tampering estimation by means of a SIFT based forensic analysis. In: Proc IEEE ICASSP","DOI":"10.1109\/ICASSP.2010.5495485"},{"key":"620_CR3","doi-asserted-by":"crossref","unstructured":"Avc\u0131ba\u015f I, Memon N, Sankur B (2003) Steganalysis using image quality metrics. IEEE Trans Image Process","DOI":"10.1109\/TIP.2002.807363"},{"key":"620_CR4","unstructured":"Avc\u0131ba\u015f, Bayram S, Memon N, Ramkumar M, Sankur B (2004) A classifier design for detecting image manipulation. Proc of IEEE ICIP"},{"key":"620_CR5","doi-asserted-by":"crossref","unstructured":"Avidan S, Shamir A (2007) Seam carving for content-aware image resizing. ACM Trans Graph (TOG) 26(3)","DOI":"10.1145\/1276377.1276390"},{"key":"620_CR6","doi-asserted-by":"crossref","unstructured":"Bayram S, Sencar HT, Memon N, Avc\u0131ba\u015f I (2005) Source camera identification based on CFA interpolation. In: Proc of ICIP, vol. 3, pp III-69\u2013III-72","DOI":"10.1109\/ICIP.2005.1530330"},{"key":"620_CR7","doi-asserted-by":"crossref","unstructured":"Bayram S, Sencar H-T, Memon N (2006) Improvements on source camera-model identification based on CFA interpolation. In: Proc. WG 11.9 Int. Conf. on Digital Forensics","DOI":"10.1109\/ICIP.2005.1530330"},{"key":"620_CR8","doi-asserted-by":"crossref","unstructured":"Bayram S, Sencar T, Memon N (2009) An efficient and robust method for detecting copy-move forgery. In: Proc IEEE ICASSP","DOI":"10.1109\/ICASSP.2009.4959768"},{"key":"620_CR9","unstructured":"Bertalmio M, Sapiro G, Ballester C, Caselles V (2000) Image inpainting. In: Proc. Computer Graphics, SIGGRAPH 2000, pp 417\u2013424"},{"key":"620_CR10","doi-asserted-by":"crossref","unstructured":"B\u00f6hme R, Freiling F, Gloe T, Kirchner M (2009) Multimedia forensics is not computer forensics. In: Proc. International workshop on Computational Forensics, IWCF 2009, LNCS 5718","DOI":"10.1007\/978-3-642-03521-0_9"},{"key":"620_CR11","unstructured":"BOSS\u2014Break Our Steganographic System, http:\/\/boss.gipsa-lab.grenoble-inp.fr\/Warming\/"},{"key":"620_CR12","doi-asserted-by":"crossref","unstructured":"Bregler C, Covell M, Stanley M (1997) Video rewrite: driving visual speech with audio. In: Computer Graphics Proceedings, Annual Conference Series. ACM SIGGRAPH","DOI":"10.1145\/258734.258880"},{"key":"620_CR13","unstructured":"Calphoto (2000) A database of photos of plants, animals, habitats and other natural history subjects. University of Berkeley, Available: http:\/\/elib.cs.berkeley.edu\/photos\/"},{"key":"620_CR14","doi-asserted-by":"crossref","unstructured":"Cao H, Kot AC (2009) Accurate detection of demoisaicing regularity for digital image forensics. IEEE Trans Inf Forensics Secur 4","DOI":"10.1109\/TIFS.2009.2033749"},{"key":"620_CR15","doi-asserted-by":"crossref","unstructured":"Celiktutan O, Avc\u0131ba\u015f I, Sankur B, Memon N (2005) Source cell-phone identification. Proc of ADCOM","DOI":"10.1155\/ASP.2005.2749"},{"key":"620_CR16","doi-asserted-by":"crossref","unstructured":"Chen M, Fridrich J, Goljan M (2007) Digital imaging sensor identification (further study). In: Proc SPIE International Conference on Security, Steganography, and Watermarking of Multimedia Contents IX 6505(1)","DOI":"10.1117\/12.703370"},{"key":"620_CR17","doi-asserted-by":"crossref","unstructured":"Chen W, Shi Y.Q, Su W (2007) Image splicing detection using 2-d phase congruency and statistical moments of characteristic function. SPIE Electronic Imaging: Security, Steganography, and Watermarking of Multimedia Contents. San Jose, CA, USA","DOI":"10.1117\/12.704321"},{"issue":"1","key":"620_CR18","doi-asserted-by":"crossref","first-page":"74","DOI":"10.1109\/TIFS.2007.916285","volume":"3","author":"M Chen","year":"2008","unstructured":"Chen M, Fridrich J, Goljan M, Lukas J (2008) Determining image origin and integrity using sensor noise. IEEE Trans Inf Forensics Secur 3(1):74\u201390","journal-title":"IEEE Trans Inf Forensics Secur"},{"key":"620_CR19","doi-asserted-by":"crossref","unstructured":"Chen C, Shi YQ, Su W (2008) A machine learning based scheme for double JPEG compression detection. Proc IEEE ICPR","DOI":"10.1109\/ICPR.2008.4761645"},{"key":"620_CR20","doi-asserted-by":"crossref","unstructured":"Choi K-S, Lam E-Y, Wong KKY (2006) Source camera identification using footprints from lens aberration. Proc SPIE","DOI":"10.1117\/12.649775"},{"key":"620_CR21","volume-title":"Digital watermarking","author":"I-J Cox","year":"2002","unstructured":"Cox I-J, Miller M-L, Bloom J-A (2002) Digital watermarking. Morgan Kaufmann, San Francisco"},{"key":"620_CR22","doi-asserted-by":"crossref","unstructured":"De Rosa A, Uccheddu F, Costanzo A, Piva A, Barni M (2010) Exploring image dependencies: a new challenge in image forensics. Proc SPIE 7541","DOI":"10.1117\/12.840235"},{"key":"620_CR23","unstructured":"Delp EJ, Khanna N, Mikkilineni AK (2009) Forensic camera classification: verification of sensor pattern noise approach. Proceeding of the SPIE International Conference on Security"},{"key":"620_CR24","first-page":"62","volume-title":"Proceedings of SPIE investigative and trial image processing, vol. 2567","author":"F Devernay","year":"1995","unstructured":"Devernay F, Faugeras O (1995) Automatic calibration and removal of distortion from scenes of structured environments. In: Rudin LI, Bramble SK (eds) Proceedings of SPIE investigative and trial image processing, vol. 2567. SPIE, San Diego, pp 62\u201367"},{"key":"620_CR25","unstructured":"Dirik AE, Memon N (2009) Image tamper detection based on demosaicing artifacts. ICIP (09), Cairo, Egypt, pp 429\u2013432"},{"key":"620_CR26","doi-asserted-by":"crossref","unstructured":"Dybala B, Jennings B, Letscher D (2007) Detecting filtered cloning in digital images. Proceedings of the 9th workshop on Multimedia & security. Dallas, Texas, USA","DOI":"10.1145\/1288869.1288877"},{"key":"620_CR27","unstructured":"Farid H (1999) Detecting digital forgeries using bispectral analysis. Technical Report, AIM-1657, MIT AI Memo"},{"issue":"4","key":"620_CR28","doi-asserted-by":"crossref","first-page":"162","DOI":"10.1111\/j.1740-9713.2006.00197.x","volume":"3","author":"H Farid","year":"2006","unstructured":"Farid H (2006) Digital Doctoring: how to tell the real from the fake. Significance 3(4):162\u2013166","journal-title":"Significance: Statistics Making Sense"},{"key":"620_CR29","unstructured":"Farid H (2006) Digital image ballistics from JPEG quantization. Dept. Comput. Sci., Dartmouth College, Tech. Rep. TR2006-583"},{"key":"620_CR30","doi-asserted-by":"crossref","unstructured":"Farid H (2006) Exposing digital forgeries in scientific images. In: Proc ACM workshop on multimedia and security. Geneva, Switzerland, pp 29\u201336","DOI":"10.1145\/1161366.1161374"},{"key":"620_CR31","doi-asserted-by":"crossref","unstructured":"Farid H (2009) Exposing digital forgeries from jpeg ghosts. IEEE Transactions on Information Forensics and Security","DOI":"10.1109\/TIFS.2008.2012215"},{"key":"620_CR32","doi-asserted-by":"crossref","unstructured":"Feng X, Doerr G (2010) Jpeg recompression detection. In: SPIE Conference on Media Forensics and Security","DOI":"10.1117\/12.838888"},{"key":"620_CR33","unstructured":"Fillion B, Sharma G (2010) Detecting content adaptive scaling of images for forensic applications. In: Proc SPIE: Media Forensics and Security XII, vol. 7541. San Jose, CA, pp 7541\u201336"},{"key":"620_CR34","unstructured":"Fridrich J, Soukal D, Lukas J (2003) Detection of copy-move forgery in digital images. In: Proceedings of Digital Forensic Research Workshop"},{"key":"620_CR35","doi-asserted-by":"crossref","unstructured":"Fu D, Shi Y. Q, Su W (2006) Detection of image splicing based on Hilbert\u2013 Huang transform and moments of characteristic functions with wavelet decomposition. In: International Workshop on Digital Watermarking. Jeju, Korea, pp 177\u2013187","DOI":"10.1007\/11922841_15"},{"key":"620_CR36","doi-asserted-by":"crossref","unstructured":"Fu D, Shi YQ, Su W (2007) A generalized Benford\u2019s law for jpeg coefficients and its applications in image forensics. SPIE Electronic Imaging: Security, Steganography, and Watermarking of Multimedia Contents, San Jose, CA, USA","DOI":"10.1117\/12.704723"},{"key":"620_CR37","doi-asserted-by":"crossref","first-page":"505","DOI":"10.1117\/12.417569","volume":"4232","author":"Z Geradts","year":"2001","unstructured":"Geradts Z, Bijhold J, Kieft M, Kurosawa K, Kuroki K, Saitoh N (2001) Methods for identification of Images Acquired with Digital Cameras. Proc. SPIE: Enabling Technologies for Law Enforcement and Security 4232:505\u2013512","journal-title":"Proc. SPIE: Enabling Technologies for Law Enforcement and Security"},{"key":"620_CR38","doi-asserted-by":"crossref","DOI":"10.1145\/1774088.1774427","volume-title":"The Dresden Image Database for benchmarking digital image forensics","author":"T Gloe","year":"2010","unstructured":"Gloe T, Bohme R (2010) The Dresden Image Database for benchmarking digital image forensics. SAC, Sierre"},{"key":"620_CR39","doi-asserted-by":"crossref","unstructured":"Gloe T, Kirchner M, Winkler A, B\u00f6hme R (2007) Can we trust digital image forensics? Proc. 15th international conference on Multimedia, September 24\u201329. ACM Press, New York, pp 78\u201386","DOI":"10.1145\/1291233.1291252"},{"key":"620_CR40","doi-asserted-by":"crossref","unstructured":"Gloe T, Winkler A, Borowka K (2010) Efficient estimation and large-scale evaluation of lateral chromatic aberration for digital image forensics. SPIE Conference on Media Forensics and Security","DOI":"10.1117\/12.839034"},{"key":"620_CR41","unstructured":"Goljan M, Fridrich J (2008) Camera identification from cropped and scaled images. Proc SPIE Electronic Imaging, Forensics, Security, Steganography, and Watermarking of Multimedia Contents X 6819"},{"key":"620_CR42","unstructured":"Goljan M, Fridrich J, Chen M (2010) Sensor noise camera identification: countering counter-forensics. Proc SPIE, Electronic Imaging, Media Forensics and Security XII, San Jose, CA, pp 0S-01\u20130S-12, January 17\u201321"},{"issue":"Supplement 1","key":"620_CR43","doi-asserted-by":"crossref","first-page":"44","DOI":"10.1016\/j.diin.2006.06.005","volume":"3","author":"R Harris","year":"2006","unstructured":"Harris R (2006) Arriving at an anti-forensics consensus: examining how to define and control the anti-forensics problem. Digit Investig 3(Supplement 1):44\u201349","journal-title":"Digit Investig"},{"key":"620_CR44","volume-title":"CCD arrays, cameras, and displays","author":"G-C Holst","year":"1998","unstructured":"Holst G-C (1998) CCD arrays, cameras, and displays, 2nd edn. JCD Publishing & SPIE Press, USA","edition":"2"},{"key":"620_CR45","doi-asserted-by":"crossref","unstructured":"Huang H, Guo W, Zhang Y (2008) Detection of copy-move forgery in digital images using SIFT algorithm. IEEE Pacific-Asia Workshop on Computational Intelligence and Industrial Application","DOI":"10.1109\/PACIIA.2008.240"},{"key":"620_CR46","doi-asserted-by":"crossref","unstructured":"Johnson M, Farid H (2005) Exposing digital forgeries by detecting inconsistencies in lighting. Proc ACM Multimedia and Security Workshop. New York, NY","DOI":"10.1145\/1073170.1073171"},{"key":"620_CR47","doi-asserted-by":"crossref","unstructured":"Johnson M, Farid H (2006) Exposing digital forgeries through chromatic aberration. ACM Multimedia and Security Workshop, Geneva, Switzerland","DOI":"10.1145\/1161366.1161376"},{"issue":"2","key":"620_CR48","doi-asserted-by":"crossref","first-page":"450","DOI":"10.1109\/TIFS.2007.903848","volume":"3","author":"M Johnson","year":"2007","unstructured":"Johnson M, Farid H (2007) Exposing digital forgeries in complex lighting environments. IEEE Trans Inf Forensics Secur 3(2):450\u2013461","journal-title":"IEEE Trans Inf Forensics Secur"},{"key":"620_CR49","doi-asserted-by":"crossref","unstructured":"Johnson M, Farid H (2007) Exposing digital forgeries through specular highlights on the eye. 9th International Workshop on Information Hiding. Saint Malo, France","DOI":"10.1007\/978-3-540-77370-2_21"},{"key":"620_CR50","unstructured":"Katzenbeisser S, Petitcolas F (1999) Information hiding techniques for steganography and digital watermarking, 1st edn. Artech House, p 240, 10\/1999 - ISBN: 1580530354"},{"key":"620_CR51","doi-asserted-by":"crossref","unstructured":"Kee E, Farid H (2010) Digital image authentication from thumbnails. SPIE Symposium on Electronic Imaging, San Jose, CA","DOI":"10.1117\/12.838834"},{"key":"620_CR52","doi-asserted-by":"crossref","unstructured":"Kharrazi M, Sencar HT, Memon ND (2004) Blind source camera identification. In: Proc ICIP\u201904, pp 24\u201327","DOI":"10.1109\/ICIP.2004.1418853"},{"key":"620_CR53","doi-asserted-by":"crossref","unstructured":"Kirchner M (2008) Fast and reliable resampling detection by spectral analysis of fixed linear predictor residue. Proceedings of the 10th ACM workshop on Multimedia and security. ACM, New York, NY, USA,pp 11\u201320","DOI":"10.1145\/1411328.1411333"},{"issue":"4","key":"620_CR54","doi-asserted-by":"crossref","first-page":"582","DOI":"10.1109\/TIFS.2008.2008214","volume":"3","author":"M Kirchner","year":"2008","unstructured":"Kirchner M, Bhme R (2008) Hiding traces of resampling in digital images. IEEE Trans Inf Forensics Secur 3(4):582\u2013592","journal-title":"IEEE Trans Inf Forensics Secur"},{"key":"620_CR55","unstructured":"Kirchner M, Bhme R (2009) Synthesis of color filter array pattern in digital images. In: Proceedings of SPIE-IS&T Electronic Imaging: Media Forensics and Security XI, vol. 7254, p 725421"},{"key":"620_CR56","unstructured":"Kirchner M, Fridrich J (2010) On detection of median filtering in images. Proc. SPIE, Electronic Imaging, Media Forensics and Security XII, San Jose, CA, January 17\u201321, pp 10-1\u201310-12"},{"key":"620_CR57","doi-asserted-by":"crossref","unstructured":"Kirchner M, Gloe T (2009) On Resampling detection in re-compressed images. First IEEE Workshop on Information Forensics and Security (WIFS 2009), pp 21\u201325","DOI":"10.1109\/WIFS.2009.5386489"},{"key":"620_CR58","unstructured":"Langille A, Gong M (2006) An efficient match-based duplication detection algorithm. Proc CRV"},{"key":"620_CR59","doi-asserted-by":"crossref","unstructured":"Li CT (2010) Source camera identification using enhanced sensor pattern noise. IEEE Trans Inf Forensics Secur 5(2)","DOI":"10.1109\/TIFS.2010.2046268"},{"key":"620_CR60","doi-asserted-by":"crossref","unstructured":"Li G, Wu Q, Tu D, Sun S (2007) A sorted neighborhood approach for detecting duplicated regions in image forgeries based on DWT and SVD. In: Proceedings of IEEE ICME, Beijing China, pp 1750\u20131753","DOI":"10.1109\/ICME.2007.4285009"},{"key":"620_CR61","doi-asserted-by":"crossref","unstructured":"Lin Z, He J, Tang X, Tang CK (2009) Fast, automatic and fine-grained tampered JPEG image detection via DCT coefficient analysis. Pattern Recognition","DOI":"10.1016\/j.patcog.2009.03.019"},{"key":"620_CR62","unstructured":"Long Y, Huang Y (2006) Image based source camera identification using demosaicing. In: Proc of MSP, pp 419\u2013424"},{"key":"620_CR63","unstructured":"Lukas J, Fridrich J (2003) Estimation of primary quantization matrix in double compressed JPEG images. In: Proc of DFRWS"},{"key":"620_CR64","doi-asserted-by":"crossref","unstructured":"Lukas J, Fridrich J, Goljan M (2006) Detecting digital image forgeries using sensor pattern noise. Proc of Security, Steganography, and Watermarking of Multimedia Contents VIII, part of EI SPIE 2006. San Jose, CA, USA","DOI":"10.1117\/12.640109"},{"issue":"2","key":"620_CR65","doi-asserted-by":"crossref","first-page":"205","DOI":"10.1109\/TIFS.2006.873602","volume":"1","author":"J Luk\u00e1\u0161","year":"2006","unstructured":"Luk\u00e1\u0161 J, Fridrich J, Goljan M (2006) Digital camera identification from sensor pattern noise. IEEE Trans Inf Forensics Secur 1(2):205\u2013214","journal-title":"IEEE Trans Inf Forensics Secur"},{"key":"620_CR66","doi-asserted-by":"crossref","unstructured":"Luo W, Huang J, Qiu G (2010) JPEG Error Analysis and Its Applications to Digital Image Forensics. IEEE Transactions on Information Forensics and Security","DOI":"10.1109\/TIFS.2010.2051426"},{"key":"620_CR67","doi-asserted-by":"crossref","unstructured":"Lyu S, Farid H (2002) Detecting hidden messages using higher-order statistics and support vector machines. Proc of Information Hiding Workshop","DOI":"10.1007\/3-540-36415-3_22"},{"issue":"4","key":"620_CR68","doi-asserted-by":"crossref","first-page":"18","DOI":"10.1109\/MAES.2010.5467652","volume":"25","author":"B Mahdian","year":"2010","unstructured":"Mahdian B, Saic S (2010) Blind methods for detecting image fakery. IEEE Aerosp. Electron. Syst. Mag. 25(4):18\u201324","journal-title":"IEEE Aerosp. Electron. Syst. Mag."},{"key":"620_CR69","doi-asserted-by":"crossref","unstructured":"Nataraj L, Sarkar A, Manjunath B-S (2010) Improving re-sampling detection by adding noise. Proc SPIE Electronic Imaging, Media Security and Forensics","DOI":"10.1117\/12.839086"},{"issue":"6","key":"620_CR70","doi-asserted-by":"crossref","first-page":"1365","DOI":"10.1109\/TIP.2005.864171","volume":"15","author":"R Neelamani","year":"2006","unstructured":"Neelamani R, de Queiroz RL, Fan Z, Dash S, Baraniuk RG (2006) Jpeg compression history estimation for color images. IEEE Trans Image Process 15(6):1365\u20131378","journal-title":"IEEE Trans Image Process"},{"key":"620_CR71","unstructured":"Ng T-T, Chang S-F (2004) A data set of authentic and spliced image blocks. Columbia University technical report, Available: http:\/\/www.ee.columbia.edu\/trustfoto"},{"key":"620_CR72","unstructured":"Ng T-T, Chang S-F, Sun Q (2004) Blind detection of photomontage using higher order statistics. IEEE International Symposium on Circuits and Systems. Vancouver, Canada"},{"key":"620_CR73","doi-asserted-by":"crossref","unstructured":"Pan X, Lyu S (2010) Detecting image duplication using SIFT features. In: Proc IEEE ICASSP","DOI":"10.1109\/ICASSP.2010.5495482"},{"issue":"3","key":"620_CR74","doi-asserted-by":"crossref","first-page":"313","DOI":"10.1145\/882262.882269","volume":"22","author":"P P\u00e9rez","year":"2003","unstructured":"P\u00e9rez P, Gangnet M, Blake A (2003) Poisson image editing. ACM Trans Graph (SIGGRAPH\u201903) 22(3):313\u2013318","journal-title":"ACM Trans Graph (SIGGRAPH\u201903)"},{"issue":"2","key":"620_CR75","doi-asserted-by":"crossref","first-page":"247","DOI":"10.1109\/TIFS.2008.922456","volume":"3","author":"T Pevn\u00fd","year":"2008","unstructured":"Pevn\u00fd T, Fridrich J (2008) Detection of double-compression for applications in steganography. IEEE Trans. Inf. Forensics Secur. 3(2):247\u2013258","journal-title":"IEEE Trans. Inf. Forensics Secur."},{"key":"620_CR76","unstructured":"Photo tampering throughout history. http:\/\/www.cs.dartmouth.edu\/farid\/research\/digitaltampering\/ . Accessed 3 July 2010"},{"key":"620_CR77","doi-asserted-by":"crossref","unstructured":"Popescu AC (2005) Statistical tools for digital image forensics. Ph.D. Thesis, Department of Computer Science, Dartmouth College, Hanover, NH","DOI":"10.1007\/978-3-540-30114-1_10"},{"key":"620_CR78","unstructured":"Popescu C, Farid H (2004) Exposing digital forgeries by detecting duplicated image regions. Technical Report, TR2004-515, Department of Computer Science, Dartmouth College"},{"issue":"10","key":"620_CR79","doi-asserted-by":"crossref","first-page":"3948","DOI":"10.1109\/TSP.2005.855406","volume":"53","author":"AC Popescu","year":"2005","unstructured":"Popescu AC, Farid H (2005) Exposing digital forgeries in color filter array interpolated images. IEEE Trans Signal Process 53(10):3948\u20133959","journal-title":"IEEE Trans Signal Process"},{"issue":"2","key":"620_CR80","doi-asserted-by":"crossref","first-page":"758","DOI":"10.1109\/TSP.2004.839932","volume":"53","author":"A Popescu","year":"2005","unstructured":"Popescu A, Farid H (2005) Exposing digital forgeries by detecting traces of re-sampling. IEEE Trans Signal Process 53(2):758\u2013767","journal-title":"IEEE Trans Signal Process"},{"key":"620_CR81","first-page":"613","volume":"N\u00b06","author":"C Rey","year":"2002","unstructured":"Rey C, Dugelay J-L (2002) A survey of watermarking algorithms for image authentication. EURASIP JASP N\u00b06:613\u2013621","journal-title":"EURASIP JASP"},{"key":"620_CR82","doi-asserted-by":"crossref","unstructured":"Rubinstein M, Shamir A, Avidan S (2008) Improved seam carving for video retargeting. SIGGRAPH","DOI":"10.1145\/1399504.1360615"},{"key":"620_CR83","doi-asserted-by":"crossref","unstructured":"Sarkar A, Nataraj L, Manjunath B-S (2009) Detection of seam carving and localization of seam insertions in digital images. Proc of 11th ACM Workshop on Multimedia and Security. Princeton, New Jersey","DOI":"10.1145\/1597817.1597837"},{"key":"620_CR84","doi-asserted-by":"crossref","unstructured":"Shi YQ, Chen C, Chen W (2007) A natural image model approach to splicing detection. ACM Workshop on Multimedia and Security (ACM MMSEC07). ACM, New York, NY, USA, pp 51\u201362","DOI":"10.1145\/1288869.1288878"},{"key":"620_CR85","doi-asserted-by":"crossref","first-page":"99","DOI":"10.1109\/TIFS.2010.2053202","volume":"5","author":"M Stamm","year":"2010","unstructured":"Stamm M, Liu J-R (2010) Forensic detection of image manipulation using statistical intrinsic fingerprints. IEEE Trans. Inf. Forensics Secur. 5:99","journal-title":"IEEE Trans. Inf. Forensics Secur."},{"key":"620_CR86","doi-asserted-by":"crossref","unstructured":"Stamm MC, Tjoa SK, Lin W, Liu KL (2010) Anti-forensics of JPEG compression. Proc IEEE International Conference on Acoustics Speech and Signal Processing (ICASSP)","DOI":"10.1109\/ICASSP.2010.5495491"},{"key":"620_CR87","doi-asserted-by":"crossref","unstructured":"Stamm MC, Tjoa SK, Lin WS, Liu KJR (2010) Undetectable image tampering through JPEG compression anti-forensics. IEEE Int\u2019l Conf. Image Processing (ICIP), Hong Kong, China","DOI":"10.1109\/ICIP.2010.5652553"},{"key":"620_CR88","unstructured":"The Oxford dictionary online. http:\/\/oxforddictionaries.com\/ Accessed 7 July 2010"},{"key":"620_CR89","unstructured":"Tsai M-J, Wu G-H (2006) Using image features to identify camera sources. Proc IEEE ICASSP"},{"key":"620_CR90","doi-asserted-by":"crossref","unstructured":"Van LT, Emmanuel S, Kankanhalli M (2007) Identifying source cell phone using chromatic aberration. In: Proc IEEE International Workshop on Multimedia & Expo, ICME","DOI":"10.1109\/ICME.2007.4284792"},{"issue":"2","key":"620_CR91","doi-asserted-by":"crossref","first-page":"97","DOI":"10.1561\/0600000019","volume":"3","author":"J Wang","year":"2007","unstructured":"Wang J, Cohen M-F (2007) Image and video matting: a survey. Found Trends Comput Graph Vis 3(2):97\u2013175","journal-title":"Found Trends Comput Graph Vis"},{"key":"620_CR92","doi-asserted-by":"crossref","unstructured":"Wang J, Cha B, Cho S, Jay Kuo CC (2009) Understanding Benford\u2019s law and its vulnerability in image forensics. In: Proc. ICME","DOI":"10.1109\/ICME.2009.5202811"},{"key":"620_CR93","unstructured":"Wu Q, Sun S-J, Zhu W, Li G-H, Tu D (2008) Detection of digital doctoring in exemplar-based inpainted images. In: Machine Learning and Cybernetics, International Conference on, volume 3"},{"key":"620_CR94","doi-asserted-by":"crossref","unstructured":"Zhang W, Cao X, Zhang J, Zhu J, Wang P (2009) Detecting photographic composites using shadows. IEEE International Conference on Multimedia and Expo, pp 1042\u20131045","DOI":"10.1109\/ICME.2009.5202676"}],"container-title":["Multimedia Tools and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/www.springerlink.com\/index\/pdf\/10.1007\/s11042-010-0620-1","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,11,12]],"date-time":"2021-11-12T14:58:52Z","timestamp":1636729132000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11042-010-0620-1"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2010,10,24]]},"references-count":94,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2011,1]]}},"alternative-id":["620"],"URL":"https:\/\/doi.org\/10.1007\/s11042-010-0620-1","relation":{},"ISSN":["1380-7501","1573-7721"],"issn-type":[{"value":"1380-7501","type":"print"},{"value":"1573-7721","type":"electronic"}],"subject":[],"published":{"date-parts":[[2010,10,24]]}}}