{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,10]],"date-time":"2026-07-10T21:16:13Z","timestamp":1783718173182,"version":"3.55.0"},"publisher-location":"Cham","reference-count":38,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783030012274","type":"print"},{"value":"9783030012281","type":"electronic"}],"license":[{"start":{"date-parts":[[2018,1,1]],"date-time":"2018-01-01T00:00:00Z","timestamp":1514764800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2018,1,1]],"date-time":"2018-01-01T00:00:00Z","timestamp":1514764800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2018]]},"DOI":"10.1007\/978-3-030-01228-1_39","type":"book-chapter","created":{"date-parts":[[2018,10,6]],"date-time":"2018-10-06T05:03:51Z","timestamp":1538802231000},"page":"656-672","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":73,"title":["Double JPEG Detection in Mixed JPEG Quality Factors Using Deep Convolutional Neural Network"],"prefix":"10.1007","author":[{"given":"Jinseok","family":"Park","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Donghyeon","family":"Cho","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Wonhyuk","family":"Ahn","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Heung-Kyu","family":"Lee","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2018,10,6]]},"reference":[{"key":"39_CR1","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1155\/2013\/496701","volume":"2013","author":"Alessandro Piva","year":"2013","unstructured":"Piva, A.: An overview on image forensics. ISRN Sig. Process. 2013, 22 p. (2013). https:\/\/doi.org\/10.1155\/2013\/496701. Article ID 496701","journal-title":"ISRN Signal Processing"},{"key":"39_CR2","doi-asserted-by":"publisher","first-page":"167","DOI":"10.1109\/ACCESS.2013.2260814","volume":"1","author":"MC Stamm","year":"2013","unstructured":"Stamm, M.C., Wu, M., Liu, K.R.: Information forensics: an overview of the first decade. IEEE Access 1, 167\u2013200 (2013)","journal-title":"IEEE Access"},{"key":"39_CR3","doi-asserted-by":"crossref","unstructured":"Shi, Y.Q., Chen, C., Chen, W.: A natural image model approach to splicing detection. In: Proceedings of the 9th Workshop on Multimedia & Security, pp. 51\u201362. ACM (2007)","DOI":"10.1145\/1288869.1288878"},{"key":"39_CR4","doi-asserted-by":"crossref","unstructured":"Chen, W., Shi, Y.Q., Su, W.: Image splicing detection using 2-D phase congruency and statistical moments of characteristic function. In: Security, Steganography, and Watermarking of Multimedia Contents IX, vol. 6505, p. 65050R. International Society for Optics and Photonics (2007)","DOI":"10.1117\/12.704321"},{"key":"39_CR5","doi-asserted-by":"crossref","unstructured":"Cozzolino, D., Poggi, G., Verdoliva, L.: Splicebuster: a new blind image splicing detector. In: 2015 IEEE International Workshop on Information Forensics and Security (WIFS), pp. 1\u20136. IEEE (2015)","DOI":"10.1109\/WIFS.2015.7368565"},{"key":"39_CR6","doi-asserted-by":"crossref","unstructured":"Rao, Y., Ni, J.: A deep learning approach to detection of splicing and copy-move forgeries in images. In: 2016 IEEE International Workshop on Information Forensics and Security (WIFS), pp. 1\u20136. IEEE (2016)","DOI":"10.1109\/WIFS.2016.7823911"},{"key":"39_CR7","doi-asserted-by":"crossref","unstructured":"Chen, C., McCloskey, S., Yu, J.: Image splicing detection via camera response function analysis. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 5087\u20135096 (2017)","DOI":"10.1109\/CVPR.2017.203"},{"key":"39_CR8","unstructured":"Fridrich, A.J., Soukal, B.D., Luk\u00e1\u0161, A.J.: Detection of copy-move forgery in digital images. In: in Proceedings of Digital Forensic Research Workshop. Citeseer (2003)"},{"key":"39_CR9","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"51","DOI":"10.1007\/978-3-642-16435-4_5","volume-title":"Information Hiding","author":"S-J Ryu","year":"2010","unstructured":"Ryu, S.-J., Lee, M.-J., Lee, H.-K.: Detection of copy-rotate-move forgery using Zernike moments. In: B\u00f6hme, R., Fong, P.W.L., Safavi-Naini, R. (eds.) IH 2010. LNCS, vol. 6387, pp. 51\u201365. Springer, Heidelberg (2010). https:\/\/doi.org\/10.1007\/978-3-642-16435-4_5"},{"issue":"3","key":"39_CR10","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.: Segmentation-based image copy-move forgery detection scheme. IEEE Trans. Inf. Forensics Secur. 10(3), 507\u2013518 (2015)","journal-title":"IEEE Trans. Inf. Forensics Secur."},{"issue":"1","key":"39_CR11","doi-asserted-by":"publisher","first-page":"48","DOI":"10.1109\/TIFS.2016.2601065","volume":"12","author":"Z Zhou","year":"2017","unstructured":"Zhou, Z., Wang, Y., Wu, Q.J., Yang, C.N., Sun, X.: Effective and efficient global context verification for image copy detection. IEEE Trans. Inf. Forensics Secur. 12(1), 48\u201363 (2017)","journal-title":"IEEE Trans. Inf. Forensics Secur."},{"issue":"1\u20133","key":"39_CR12","doi-asserted-by":"publisher","first-page":"94","DOI":"10.1016\/j.forsciint.2012.12.014","volume":"226","author":"CH Choi","year":"2013","unstructured":"Choi, C.H., Lee, H.Y., Lee, H.K.: Estimation of color modification in digital images by CFA pattern change. Forensic Sci. Int. 226(1\u20133), 94\u2013105 (2013)","journal-title":"Forensic Sci. Int."},{"issue":"8","key":"39_CR13","doi-asserted-by":"publisher","first-page":"1826","DOI":"10.1109\/TCSVT.2016.2539828","volume":"27","author":"JU Hou","year":"2017","unstructured":"Hou, J.U., Lee, H.K.: Detection of hue modification using photo response nonuniformity. IEEE Trans. Circ. Syst. Video Technol. 27(8), 1826\u20131832 (2017)","journal-title":"IEEE Trans. Circ. Syst. Video Technol."},{"key":"39_CR14","doi-asserted-by":"crossref","unstructured":"Zhou, P., Han, X., Morariu, V.I., Davis, L.S.: Two-stream neural networks for tampered face detection. In: 2017 IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), pp. 1831\u20131839. IEEE (2017)","DOI":"10.1109\/CVPRW.2017.229"},{"issue":"1","key":"39_CR15","doi-asserted-by":"publisher","first-page":"101","DOI":"10.1109\/TIFS.2007.916010","volume":"3","author":"A Swaminathan","year":"2008","unstructured":"Swaminathan, A., Wu, M., Liu, K.R.: Digital image forensics via intrinsic fingerprints. IEEE Trans. Inf. Forensics Secur. 3(1), 101\u2013117 (2008)","journal-title":"IEEE Trans. Inf. Forensics Secur."},{"issue":"4","key":"39_CR16","doi-asserted-by":"publisher","first-page":"899","DOI":"10.1109\/TIFS.2009.2033749","volume":"4","author":"H Cao","year":"2009","unstructured":"Cao, H., Kot, A.C.: Accurate detection of demosaicing regularity for digital image forensics. IEEE Trans. Inf. Forensics Secur. 4(4), 899\u2013910 (2009)","journal-title":"IEEE Trans. Inf. Forensics Secur."},{"issue":"3","key":"39_CR17","doi-asserted-by":"publisher","first-page":"492","DOI":"10.1109\/TIFS.2010.2053202","volume":"5","author":"MC Stamm","year":"2010","unstructured":"Stamm, M.C., Liu, K.R.: Forensic detection of image manipulation using statistical intrinsic fingerprints. IEEE Trans. Inf. Forensics Secur. 5(3), 492\u2013506 (2010)","journal-title":"IEEE Trans. Inf. Forensics Secur."},{"issue":"10","key":"39_CR18","doi-asserted-by":"publisher","first-page":"3948","DOI":"10.1109\/TSP.2005.855406","volume":"53","author":"AC Popescu","year":"2005","unstructured":"Popescu, A.C., Farid, H.: Exposing digital forgeries in color filter array interpolated images. IEEE Trans. Sig. Process. 53(10), 3948\u20133959 (2005)","journal-title":"IEEE Trans. Sig. Process."},{"issue":"5","key":"39_CR19","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., De Rosa, A., Piva, A.: Image forgery localization via fine-grained analysis of CFA artifacts. IEEE Trans. Inf. Forensics Secur. 7(5), 1566\u20131577 (2012)","journal-title":"IEEE Trans. Inf. Forensics Secur."},{"issue":"2","key":"39_CR20","doi-asserted-by":"publisher","first-page":"758","DOI":"10.1109\/TSP.2004.839932","volume":"53","author":"AC Popescu","year":"2005","unstructured":"Popescu, A.C., Farid, H.: Exposing digital forgeries by detecting traces of resampling. IEEE Trans. Sig. Process. 53(2), 758\u2013767 (2005)","journal-title":"IEEE Trans. Sig. Process."},{"key":"39_CR21","doi-asserted-by":"crossref","unstructured":"Kirchner, M., Gloe, T.: On resampling detection in re-compressed images. In: First IEEE International Workshop on Information Forensics and Security, WIFS 2009, pp. 21\u201325. IEEE (2009)","DOI":"10.1109\/WIFS.2009.5386489"},{"issue":"3","key":"39_CR22","doi-asserted-by":"publisher","first-page":"529","DOI":"10.1109\/TIFS.2004.924603","volume":"3","author":"B Mahdian","year":"2008","unstructured":"Mahdian, B., Saic, S.: Blind authentication using periodic properties of interpolation. IEEE Trans. Inf. Forensics Secur. 3(3), 529\u2013538 (2008)","journal-title":"IEEE Trans. Inf. Forensics Secur."},{"key":"39_CR23","volume-title":"JPEG: Still Image Data Compression Standard","author":"WB Pennebaker","year":"1992","unstructured":"Pennebaker, W.B., Mitchell, J.L.: JPEG: Still Image Data Compression Standard. Springer, New York (1992)"},{"key":"39_CR24","unstructured":"Luk\u00e1\u0161, J., Fridrich, J.: Estimation of primary quantization matrix in double compressed JPEG images. In: Proceedings of Digital Forensic Research Workshop, pp. 5\u20138 (2003)"},{"key":"39_CR25","doi-asserted-by":"crossref","unstructured":"Fu, D., Shi, Y.Q., Su, W.: A generalized Benford\u2019s law for jpeg coefficients and its applications in image forensics. In: Security, Steganography, and Watermarking of Multimedia Contents IX, vol. 6505, p. 65051L. International Society for Optics and Photonics (2007)","DOI":"10.1117\/12.704723"},{"key":"39_CR26","unstructured":"Li, B., Shi, Y.Q., Huang, J.: Detecting doubly compressed JPEG images by using mode based first digit features. In: 2008 IEEE 10th Workshop on Multimedia Signal Processing, pp. 730\u2013735. IEEE (2008)"},{"issue":"11","key":"39_CR27","doi-asserted-by":"publisher","first-page":"2492","DOI":"10.1016\/j.patcog.2009.03.019","volume":"42","author":"Z Lin","year":"2009","unstructured":"Lin, Z., He, J., Tang, X., Tang, C.K.: Fast, automatic and fine-grained tampered JPEG image detection via DCT coefficient analysis. Pattern Recognit. 42(11), 2492\u20132501 (2009)","journal-title":"Pattern Recognit."},{"issue":"1","key":"39_CR28","doi-asserted-by":"publisher","first-page":"154","DOI":"10.1109\/TIFS.2008.2012215","volume":"4","author":"H Farid","year":"2009","unstructured":"Farid, H.: Exposing digital forgeries from JPEG ghosts. IEEE Trans. Inf. Forensics Secur. 4(1), 154\u2013160 (2009)","journal-title":"IEEE Trans. Inf. Forensics Secur."},{"key":"39_CR29","doi-asserted-by":"crossref","unstructured":"Bianchi, T., Piva, A.: Analysis of non-aligned double jpeg artifacts for the localization of image forgeries. In: 2011 IEEE International Workshop on Information Forensics and Security (WIFS), pp. 1\u20136. IEEE (2011)","DOI":"10.1109\/WIFS.2011.6123159"},{"key":"39_CR30","doi-asserted-by":"crossref","unstructured":"Bianchi, T., De Rosa, A., Piva, A.: Improved DCT coefficient analysis for forgery localization in JPEG images. In: 2011 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 2444\u20132447. IEEE (2011)","DOI":"10.1109\/ICASSP.2011.5946978"},{"issue":"2","key":"39_CR31","doi-asserted-by":"publisher","first-page":"396","DOI":"10.1109\/TIFS.2011.2106121","volume":"6","author":"YL Chen","year":"2011","unstructured":"Chen, Y.L., Hsu, C.T.: Detecting recompression of JPEG images via periodicity analysis of compression artifacts for tampering detection. IEEE Trans. Inf. Forensics Secur. 6(2), 396\u2013406 (2011)","journal-title":"IEEE Trans. Inf. Forensics Secur."},{"issue":"1","key":"39_CR32","doi-asserted-by":"publisher","first-page":"23","DOI":"10.1186\/s13635-016-0047-y","volume":"2016","author":"Q Wang","year":"2016","unstructured":"Wang, Q., Zhang, R.: Double JPEG compression forensics based on a convolutional neural network. EURASIP J. Inf. Secur. 2016(1), 23 (2016)","journal-title":"EURASIP J. Inf. Secur."},{"key":"39_CR33","doi-asserted-by":"publisher","first-page":"153","DOI":"10.1016\/j.jvcir.2017.09.003","volume":"49","author":"M Barni","year":"2017","unstructured":"Barni, M., et al.: Aligned and non-aligned double JPEG detection using convolutional neural networks. J. Vis. Commun. Image Represent. 49, 153\u2013163 (2017)","journal-title":"J. Vis. Commun. Image Represent."},{"key":"39_CR34","doi-asserted-by":"crossref","unstructured":"Dang-Nguyen, D.T., Pasquini, C., Conotter, V., Boato, G.: Raise: a raw images dataset for digital image forensics. In: Proceedings of the 6th ACM Multimedia Systems Conference, pp. 219\u2013224. ACM (2015)","DOI":"10.1145\/2713168.2713194"},{"issue":"2\u20134","key":"39_CR35","doi-asserted-by":"publisher","first-page":"150","DOI":"10.1080\/15567281.2010.531500","volume":"3","author":"T Gloe","year":"2010","unstructured":"Gloe, T., B\u00f6hme, R.: The dresden image database for benchmarking digital image forensics. J. Digit. Forensic Pract. 3(2\u20134), 150\u2013159 (2010)","journal-title":"J. Digit. Forensic Pract."},{"key":"39_CR36","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"59","DOI":"10.1007\/978-3-642-24178-9_5","volume-title":"Information Hiding","author":"P Bas","year":"2011","unstructured":"Bas, P., Filler, T., Pevn\u00fd, T.: \u201cBreak our steganographic system\u201d: the ins and outs of organizing BOSS. In: Filler, T., Pevn\u00fd, T., Craver, S., Ker, A. (eds.) IH 2011. LNCS, vol. 6958, pp. 59\u201370. Springer, Heidelberg (2011). https:\/\/doi.org\/10.1007\/978-3-642-24178-9_5"},{"key":"39_CR37","unstructured":"Simonyan, K., Zisserman, A.: Very deep convolutional networks for large-scale image recognition. arXiv preprint arXiv:1409.1556 (2014)"},{"key":"39_CR38","unstructured":"Ioffe, S., Szegedy, C.: Batch normalization: accelerating deep network training by reducing internal covariate shift. In: International Conference on Machine Learning, pp. 448\u2013456 (2015)"}],"container-title":["Lecture Notes in Computer Science","Computer Vision \u2013 ECCV 2018"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-01228-1_39","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,10,6]],"date-time":"2022-10-06T00:34:16Z","timestamp":1665016456000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-030-01228-1_39"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018]]},"ISBN":["9783030012274","9783030012281"],"references-count":38,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-01228-1_39","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018]]},"assertion":[{"value":"6 October 2018","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ECCV","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"European Conference on Computer Vision","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Munich","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Germany","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2018","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"8 September 2018","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"14 September 2018","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"15","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"eccv2018","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/eccv2018.org\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"This content has been made available to all.","name":"free","label":"Free to read"}]}}