{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2023,9,13]],"date-time":"2023-09-13T20:50:45Z","timestamp":1694638245519},"reference-count":16,"publisher":"IGI Global","issue":"2","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2010,4,1]]},"abstract":"<p>In the past few years, semi-fragile watermarking has become increasingly important to verify the content of images and localise the tampered areas, while tolerating some non-malicious manipulations. In the literature, the majority of semi-fragile algorithms have applied a predetermined threshold to tolerate errors caused by JPEG compression. However, this predetermined threshold is typically fixed and cannot be easily adapted to different amounts of errors caused by unknown JPEG compression at different quality factors (QFs). In this paper, the authors analyse the relationship between QF and threshold, and propose the use of generalised Benford\u2019s Law as an image forensics technique for semi-fragile watermarking. The results show an overall average QF correct detection rate of approximately 99%, when 5%, 20% and 30% of the pixels are subjected to image content tampering and compression using different QFs (ranging from 95 to 65). In addition, the authors applied different image enhancement techniques to these test images. The proposed image forensics method can adaptively adjust the threshold for images based on the estimated QF, improving accuracy rates in authenticating and localising the tampered regions for semi-fragile watermarking.<\/p>","DOI":"10.4018\/jdcf.2010040101","type":"journal-article","created":{"date-parts":[[2010,4,30]],"date-time":"2010-04-30T16:16:20Z","timestamp":1272644180000},"page":"1-20","source":"Crossref","is-referenced-by-count":2,"title":["Image Forensics Using Generalised Benford's Law for Improving Image Authentication Detection Rates in Semi-Fragile Watermarking"],"prefix":"10.4018","volume":"2","author":[{"given":"Xi","family":"Zhao","sequence":"first","affiliation":[{"name":"University of Surrey, UK"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Anthony T. S.","family":"Ho","sequence":"additional","affiliation":[{"name":"University of Surrey, UK"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yun Q.","family":"Shi","sequence":"additional","affiliation":[{"name":"New Jersey Institute of Technology, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"2432","reference":[{"key":"jdcf.2010040101-0","first-page":"551","article-title":"The law of anomalous numbers.","volume":"78","author":"F.Benford","year":"1938","journal-title":"Proceedings of the American Philosophical Society"},{"key":"jdcf.2010040101-1","first-page":"17","article-title":"The effective use of Benford\u2019s Law to assist in detecting fraud in accounting data.","volume":"5","author":"C.Durtschi","year":"2004","journal-title":"Journal of Forensic Accounting"},{"key":"jdcf.2010040101-2","doi-asserted-by":"crossref","unstructured":"Fu, D., Shi, Y. Q., & Su, Q. (2007). A generalized Benford's law for JPEG coefficients and its applications in image forensics. In Proceedings of the SPIE Security, Steganography, and Watermarking of Multimedia Contents IX (Vol. 6505, pp. 1L1-1L11).","DOI":"10.1117\/12.704723"},{"key":"jdcf.2010040101-3","doi-asserted-by":"publisher","DOI":"10.2307\/2974952"},{"key":"jdcf.2010040101-4","doi-asserted-by":"publisher","DOI":"10.1023\/A:1008363415314"},{"key":"jdcf.2010040101-5","doi-asserted-by":"publisher","DOI":"10.1109\/5.771070"},{"key":"jdcf.2010040101-6","doi-asserted-by":"crossref","unstructured":"Lin, C. Y., & Chang, S. F. (2000). Semi-fragile watermarking for authenticating JPEG visual content. In Proceedings of the SPIE Security and Watermarking of Multimedia Contents II EI '00.","DOI":"10.1117\/12.384968"},{"key":"jdcf.2010040101-7","doi-asserted-by":"crossref","unstructured":"Lin, E. T., Podilchuk, C. I., & Delp, J. (2000). Detection of image alterations using semi-fragile watermarks. 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J.Yu","year":"2000","journal-title":"Proceedings of the IEEE International Conference on Image Processing"},{"key":"jdcf.2010040101-12","unstructured":"Zhao, X., Ho, A. T. S., & Shi, Y. Q. (2009). Image Forensics using Generalized Benford's Law for Accurate Detection of Unknown JPEG Compression in Watermarked Images. In Proceedings of the 16th International Conference on Digital Signal Processing (DSP2009) (pp. 1-8)."},{"key":"jdcf.2010040101-13","doi-asserted-by":"publisher","DOI":"10.1016\/j.image.2007.03.004"},{"key":"jdcf.2010040101-14","doi-asserted-by":"crossref","unstructured":"Zhu, Y., Li, C. T., & Zhao, H. J. (2007b). Structural digital signature and semi-fragile fingerprinting for image authentication in wavelet domain. 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