TY - JOUR AU - Lukas, J. AU - Fridrich, J. AU - Goljan, M. PY - 2006 DA - 2006// TI - Digital camera identification from sensor pattern noise JO - IEEE Trans. Inf. Forensics Secur VL - 1 UR - https://doi.org/10.1109/TIFS.2006.873602 DO - 10.1109/TIFS.2006.873602 ID - Lukas2006 ER - TY - STD TI - N Khanna, GT-C Chiu, JP Allebach, EJ Delp, in Proc. IEEE Int. Conf. Acoust., Speech, Signal Process. Forensic techniques for classifying scanner, computer generated and digital camera images (Las Vegas, 2008), pp. 1653–1656. ID - ref2 ER - TY - JOUR AU - Li, C. -. T. PY - 2010 DA - 2010// TI - Source camera identification using enhanced sensor pattern noise JO - IEEE Trans. Inf. Forensics Secur VL - 5 UR - https://doi.org/10.1109/TIFS.2010.2046268 DO - 10.1109/TIFS.2010.2046268 ID - Li2010 ER - TY - JOUR AU - Li, C. -. T. AU - Li, Y. PY - 2012 DA - 2012// TI - Color-decoupled photo response non-uniformity for digital image forensics JO - IEEE Trans. Circ. Syst. Video Technol. VL - 22 UR - https://doi.org/10.1109/TCSVT.2011.2160750 DO - 10.1109/TCSVT.2011.2160750 ID - Li2012 ER - TY - JOUR AU - Kang, X. AU - Li, Y. AU - Qu, Z. AU - Huang, J. PY - 2012 DA - 2012// TI - Enhancing source camera identification performance with a camera reference phase sensor pattern noise JO - IEEE Trans. Inf. Forensics Secur VL - 7 UR - https://doi.org/10.1109/TIFS.2011.2168214 DO - 10.1109/TIFS.2011.2168214 ID - Kang2012 ER - TY - JOUR AU - Tomioka, Y. AU - Ito, Y. AU - Kitazawa, H. PY - 2013 DA - 2013// TI - Robust digital camera identification based on pairwise magnitude relations of clustered sensor pattern noise JO - IEEE Trans. Inf. Forensics Secur VL - 8 UR - https://doi.org/10.1109/TIFS.2013.2284761 DO - 10.1109/TIFS.2013.2284761 ID - Tomioka2013 ER - TY - JOUR AU - Pande, A. AU - Chen, S. AU - Mohapatra, P. AU - Zambreno, J. PY - 2014 DA - 2014// TI - Hardware architecture for video authentication using sensor pattern noise JO - IEEE Trans. Circ. Syst. Video Technol. VL - 24 UR - https://doi.org/10.1109/TCSVT.2013.2276869 DO - 10.1109/TCSVT.2013.2276869 ID - Pande2014 ER - TY - JOUR AU - Thai, T. H. AU - Cogranne, R. AU - Retraint, F. PY - 2014 DA - 2014// TI - Camera model identification based on the heteroscedastic noise model JO - IEEE Trans. Image Process. VL - 23 UR - https://doi.org/10.1109/TIP.2013.2290596 DO - 10.1109/TIP.2013.2290596 ID - Thai2014 ER - TY - JOUR AU - Chierchia, G. AU - Poggi, G. AU - Sansone, C. AU - Verdoliva, L. PY - 2014 DA - 2014// TI - A Bayesian-MRF approach for PRNU-based image forgery detection JO - IEEE Trans. Inf. Forensics Secur VL - 9 UR - https://doi.org/10.1109/TIFS.2014.2302078 DO - 10.1109/TIFS.2014.2302078 ID - Chierchia2014 ER - TY - JOUR AU - Chen, S. AU - Pande, A. AU - Zeng, K. AU - Mohapatra, P. PY - 2015 DA - 2015// TI - Live video forensics: Source identification in lossy wireless networks JO - IEEE Trans. Inf. Forensics Secur VL - 10 UR - https://doi.org/10.1109/TIFS.2014.2362848 DO - 10.1109/TIFS.2014.2362848 ID - Chen2015 ER - TY - JOUR AU - Lin, X. AU - Li, C. -. T. PY - 2016 DA - 2016// TI - Preprocessing reference sensor pattern noise via spectrum equalization JO - IEEE Trans. Inf. Forensics Secur VL - 11 UR - https://doi.org/10.1109/TIFS.2015.2478748 DO - 10.1109/TIFS.2015.2478748 ID - Lin2016 ER - TY - JOUR AU - Lin, X. AU - Li, C. -. T. PY - 2016 DA - 2016// TI - Enhancing sensor pattern noise via filtering distortion removal JO - IEEE Signal Process. Lett. VL - 23 UR - https://doi.org/10.1109/LSP.2016.2521349 DO - 10.1109/LSP.2016.2521349 ID - Lin2016 ER - TY - STD TI - Y-F Hsu, S-F Chang, in Proc. IEEE Int. Conf. Multimedia and Expo. Image splicing detection using camera response function consistency and automatic segmentation (Beijing, 2007), pp. 28–31. ID - ref13 ER - TY - JOUR AU - Popescu, A. C. AU - Farid, H. PY - 2005 DA - 2005// TI - Exposing digital forgeries by detecting traces of resampling JO - IEEE Trans. Signal Process. VL - 53 UR - https://doi.org/10.1109/TSP.2004.839932 DO - 10.1109/TSP.2004.839932 ID - Popescu2005 ER - TY - JOUR AU - Cao, H. AU - Kot, A. C. PY - 2009 DA - 2009// TI - Accurate detection of demosaicing regularity for digital image forensics JO - IEEE Trans. Inf. Forensics Secur VL - 4 UR - https://doi.org/10.1109/TIFS.2009.2033749 DO - 10.1109/TIFS.2009.2033749 ID - Cao2009 ER - TY - JOUR AU - Swaminathan, A. AU - Wu, M. AU - Liu, K. R. PY - 2007 DA - 2007// TI - Nonintrusive component forensics of visual sensors using output images JO - IEEE Trans. Inf. Forensics Secur VL - 2 UR - https://doi.org/10.1109/TIFS.2006.890307 DO - 10.1109/TIFS.2006.890307 ID - Swaminathan2007 ER - TY - CHAP AU - Sorell, M. J. PY - 2008 DA - 2008// TI - Conditions for effective detection and identification of primary quantization of re-quantized jpeg images BT - Proc. Int. Conf. Forensic Appl. and Tech. in Telecom., Inf. Multimedia Workshop PB - ICST (Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering) CY - (Adelaide ID - Sorell2008 ER - TY - CHAP AU - San Choi, K. AU - Lam, E. Y. AU - Wong, K. K. PY - 2006 DA - 2006// TI - Source camera identification using footprints from lens aberration BT - Electron. Imag PB - Int. Society for Optics and Photonics CY - San Jose ID - San Choi2006 ER - TY - JOUR AU - Celiktutan, O. AU - Sankur, B. AU - Avcibas, I. PY - 2008 DA - 2008// TI - Blind identification of source cell-phone model JO - IEEE Trans. Inf. Forensics Secur VL - 3 UR - https://doi.org/10.1109/TIFS.2008.926993 DO - 10.1109/TIFS.2008.926993 ID - Celiktutan2008 ER - TY - STD TI - G Xu, S Gao, YQ Shi, R Hu, W Su, in Proc. the 8th Int. Workshop Digit. Watermarking. Camera-model identification using Markovian transition probability matrix, (2009), pp. 294–307. ID - ref20 ER - TY - STD TI - P Sutthiwan, J Ye, YQ Shi, in Proc. the 8th Int. Workshop Digit. Watermarking. An enhanced statistical approach to identifying photorealistic images (University of Surrey, Guildford, 2009), pp. 323–335. ID - ref21 ER - TY - JOUR AU - Amerini, I. AU - Becarelli, R. AU - Bertini, B. AU - Caldelli, R. PY - 2015 DA - 2015// TI - Acquisition source identification through a blind image classification JO - IET Image Process. VL - 9 UR - https://doi.org/10.1049/iet-ipr.2014.0316 DO - 10.1049/iet-ipr.2014.0316 ID - Amerini2015 ER - TY - JOUR AU - Wang, R. -. Z. AU - Tsai, Y. -. D. PY - 2007 DA - 2007// TI - An image-hiding method with high hiding capacity based on best-block matching and K-means clustering JO - Pattern Recogn. VL - 40 UR - https://doi.org/10.1016/j.patcog.2006.07.015 DO - 10.1016/j.patcog.2006.07.015 ID - Wang2007 ER - TY - JOUR AU - Zhong, W. AU - Altun, G. AU - Harrison, R. AU - Tai, P. C. AU - Pan, Y. PY - 2005 DA - 2005// TI - Improved K-means clustering algorithm for exploring local protein sequence motifs representing common structural property JO - IEEE Trans. NanoBiosci. VL - 4 UR - https://doi.org/10.1109/TNB.2005.853667 DO - 10.1109/TNB.2005.853667 ID - Zhong2005 ER - TY - JOUR AU - Cui, J. AU - Loewy, J. AU - Kendall, E. J. PY - 2006 DA - 2006// TI - Automated search for arthritic patterns in infrared spectra of synovial fluid using adaptive wavelets and fuzzy c-means analysis JO - IEEE Trans. Biomed. Eng. VL - 53 UR - https://doi.org/10.1109/TBME.2006.872813 DO - 10.1109/TBME.2006.872813 ID - Cui2006 ER - TY - JOUR AU - Dembélé, D. AU - Kastner, P. PY - 2003 DA - 2003// TI - Fuzzy c-means method for clustering microarray data JO - Bioinformatics VL - 19 UR - https://doi.org/10.1093/bioinformatics/btg119 DO - 10.1093/bioinformatics/btg119 ID - Dembélé2003 ER - TY - JOUR AU - Pal, N. R. AU - Pal, K. AU - Keller, J. M. AU - Bezdek, J. C. PY - 2005 DA - 2005// TI - A possibilistic fuzzy c-means clustering algorithm JO - IEEE Trans. Fuzzy Syst. VL - 13 UR - https://doi.org/10.1109/TFUZZ.2004.840099 DO - 10.1109/TFUZZ.2004.840099 ID - Pal2005 ER - TY - JOUR AU - Hendrickson, B. AU - Leland, R. W. PY - 1995 DA - 1995// TI - A multi-level algorithm for partitioning graphs JO - Supter Comput. VL - 95 ID - Hendrickson1995 ER - TY - JOUR AU - Karypis, G. AU - Kumar, V. PY - 1998 DA - 1998// TI - A fast and high quality multilevel scheme for partitioning irregular graphs JO - SIAM J. Sci. Comput. VL - 20 UR - https://doi.org/10.1137/S1064827595287997 DO - 10.1137/S1064827595287997 ID - Karypis1998 ER - TY - JOUR AU - Von Luxburg, U. PY - 2007 DA - 2007// TI - A tutorial on spectral clustering JO - Stat. Comput. VL - 17 UR - https://doi.org/10.1007/s11222-007-9033-z DO - 10.1007/s11222-007-9033-z ID - Von Luxburg2007 ER - TY - STD TI - B Liu, H-K Lee, Y Hu, C-H Choi, in Proc. IEEE Int. Workshop Inf. Forensics Security. On classification of source cameras: A graph based approach (Seattle, 2010), pp. 1–5. ID - ref31 ER - TY - STD TI - SX Yu, J Shi, in Proc. IEEE Int. Conf. Comput. Vision. Multiclass spectral clustering (Nice, 2003), pp. 313–319. ID - ref32 ER - TY - STD TI - R Caldelli, I Amerini, F Picchioni, M Innocenti, in Proc. IEEE Int. Workshop Inf. Forensics Security. Fast image clustering of unknown source images (Seattle, 2010), pp. 1–5. ID - ref33 ER - TY - JOUR AU - Villalba, L. J. G. AU - Orozco, A. L. S. AU - Corripio, J. R. PY - 2015 DA - 2015// TI - Smartphone image clustering JO - Expert Syst. with Appl. VL - 42 UR - https://doi.org/10.1016/j.eswa.2014.10.018 DO - 10.1016/j.eswa.2014.10.018 ID - Villalba2015 ER - TY - CHAP AU - Guha, S. AU - Rastogi, R. AU - Shim, K. PY - 1998 DA - 1998// TI - Cure: an efficient clustering algorithm for large databases BT - ACM SIGMOD Record PB - ACM CY - Seattle ID - Guha1998 ER - TY - CHAP AU - Guha, S. AU - Rastogi, R. AU - Shim, K. PY - 1999 DA - 1999// TI - Rock: A robust clustering algorithm for categorical attributes BT - Proc. Int. Conf. Data Eng PB - IEEE CY - Sydney ID - Guha1999 ER - TY - JOUR AU - Karypis, G. AU - Han, E. -. H. AU - Kumar, V. PY - 1999 DA - 1999// TI - Chameleon: Hierarchical clustering using dynamic modeling JO - Computer VL - 32 UR - https://doi.org/10.1109/2.781637 DO - 10.1109/2.781637 ID - Karypis1999 ER - TY - JOUR AU - Xu, R. AU - Wunsch, D. PY - 2005 DA - 2005// TI - Survey of clustering algorithms JO - IEEE Trans. Neural Netw. VL - 16 UR - https://doi.org/10.1109/TNN.2005.845141 DO - 10.1109/TNN.2005.845141 ID - Xu2005 ER - TY - JOUR AU - Chen, M. AU - Fridrich, J. AU - Goljan, M. AU - Lukás, J. PY - 2008 DA - 2008// TI - Determining image origin and integrity using sensor noise JO - IEEE Trans. Inf. Forensics Secur VL - 3 UR - https://doi.org/10.1109/TIFS.2007.916285 DO - 10.1109/TIFS.2007.916285 ID - Chen2008 ER - TY - JOUR AU - Li, C. -. T. AU - Satta, R. PY - 2012 DA - 2012// TI - Empirical investigation into the correlation between vignetting effect and the quality of sensor pattern noise JO - IET Comput. Vision VL - 6 UR - https://doi.org/10.1049/iet-cvi.2012.0044 DO - 10.1049/iet-cvi.2012.0044 ID - Li2012 ER - TY - STD TI - M Ester, H-P Kriegel, J Sander, X Xu, et al, in Proc. ACM SIGKDD Int. Conf. Knowl. Discovery Data Mining, 96. A density-based algorithm for discovering clusters in large spatial databases with noise (Portland, 1996), pp. 226–231. ID - ref41 ER - TY - STD TI - A Hinneburg, DA Keim, in Proc. ACM SIGKDD Int. Conf. Knowl. Discovery Data Mining, 98. An efficient approach to clustering in large multimedia databases with noise (New York, 1998), pp. 58–65. ID - ref42 ER - TY - CHAP AU - Ertöz, L. AU - Steinbach, M. AU - Kumar, V. PY - 2003 DA - 2003// TI - Finding clusters of different sizes, shapes, and densities in noisy, high dimensional data BT - Proc. Int. Conf. Data Mining PB - SIAM CY - San Francisco ID - Ertöz2003 ER - TY - JOUR AU - Bloy, G. J. PY - 2007 DA - 2007// TI - Blind camera fingerprinting and image clustering JO - IEEE Trans. Pattern Anal. Mach. Intell. VL - 30 UR - https://doi.org/10.1109/TPAMI.2007.1183 DO - 10.1109/TPAMI.2007.1183 ID - Bloy2007 ER - TY - JOUR AU - Amerini, I. AU - Caldelli, R. AU - Crescenzi, P. AU - Mastio, A. D. AU - Marino, A. PY - 2014 DA - 2014// TI - Blind image clustering based on the normalized cuts criterion for camera identification JO - Signal Process. Image Commun. VL - 29 UR - https://doi.org/10.1016/j.image.2014.07.003 DO - 10.1016/j.image.2014.07.003 ID - Amerini2014 ER - TY - JOUR AU - Shi, J. AU - Malik, J. PY - 2000 DA - 2000// TI - Normalized cuts and image segmentation JO - IEEE Trans. Pattern Anal. Mach. Intell. VL - 22 UR - https://doi.org/10.1109/34.868688 DO - 10.1109/34.868688 ID - Shi2000 ER - TY - STD TI - F Marra, G Poggi, C Sansone, L Verdoliva, in Proc. Int. Workshop on Inf. Forensics and Security (WIFS). Correlation clustering for prnu-based blind image source identification (Abu Dhabi, 2016), pp. 1–6. ID - ref47 ER - TY - JOUR AU - Bansal, N. AU - Blum, A. AU - Chawla, S. PY - 2004 DA - 2004// TI - Correlation clustering JO - Mach. Learn. VL - 56 UR - https://doi.org/10.1023/B:MACH.0000033116.57574.95 DO - 10.1023/B:MACH.0000033116.57574.95 ID - Bansal2004 ER - TY - STD TI - C-T Li, in Proc. IEEE Int. Symp. Circuits Syst. Unsupervised classification of digital images using enhanced sensor pattern noise (Paris, 2010), pp. 3429–3432. ID - ref49 ER - TY - JOUR AU - Dabov, K. AU - Foi, A. AU - Katkovnik, V. AU - Egiazarian, K. PY - 2007 DA - 2007// TI - Image denoising by sparse 3-d transform-domain collaborative filtering JO - IEEE Trans. Image Process. VL - 16 UR - https://doi.org/10.1109/TIP.2007.901238 DO - 10.1109/TIP.2007.901238 ID - Dabov2007 ER - TY - JOUR AU - Jarvis, R. A. AU - Patrick, E. A. PY - 1973 DA - 1973// TI - Clustering using a similarity measure based on shared near neighbors JO - IEEE Trans. Comput. VL - 100 UR - https://doi.org/10.1109/T-C.1973.223640 DO - 10.1109/T-C.1973.223640 ID - Jarvis1973 ER - TY - STD TI - T Gloe, S Pfennig, M Kirchner, in Proc. ACM Workshop Multimedia Security. Unexpected artefacts in PRNU-based camera identification: a ’Dresden Image Database’ case-study (Coventry, 2012), pp. 109–114. ID - ref52 ER - TY - JOUR AU - Wilson, R. AU - Li, C. -. T. PY - 2003 DA - 2003// TI - A class of discrete multiresolution random fields and its application to image segmentation JO - IEEE Trans. Pattern Anal. Mach. Intell. VL - 25 UR - https://doi.org/10.1109/TPAMI.2003.1159945 DO - 10.1109/TPAMI.2003.1159945 ID - Wilson2003 ER - TY - JOUR AU - Li, C. -. T. PY - 2003 DA - 2003// TI - Multiresolution image segmentation integrating gibbs sampler and region merging algorithm JO - Signal Process. VL - 83 UR - https://doi.org/10.1016/S0165-1684(02)00377-8 DO - 10.1016/S0165-1684(02)00377-8 ID - Li2003 ER - TY - JOUR AU - Vignes, M. AU - Forbes, F. PY - 2009 DA - 2009// TI - Gene clustering via integrated Markov models combining individual and pairwise features JO - IEEE/ACM Trans. Comput. Biol. Bioinf. VL - 6 UR - https://doi.org/10.1109/TCBB.2007.70248 DO - 10.1109/TCBB.2007.70248 ID - Vignes2009 ER - TY - JOUR AU - Zhang, X. AU - Hu, X. AU - Hu, X. AU - Park, E. AU - Zhou, X. PY - 2012 DA - 2012// TI - Utilizing different link types to enhance document clustering based on Markov Random Field model with relaxation labeling JO - IEEE Trans. Syst. Man Cybern. Part A: Syst. Humans VL - 42 UR - https://doi.org/10.1109/TSMCA.2012.2187183 DO - 10.1109/TSMCA.2012.2187183 ID - Zhang2012 ER - TY - STD TI - AL Varna, M Wu, in Proc. IEEE Int. Workshop Inf. Forensics Security. Modeling content fingerprints using Markov random fields (London, 2009), pp. 111–115. ID - ref57 ER - TY - STD TI - C Martınez, in Proc. ACM-SIAM Workshop on Algorithm Engineering and Experiments and 1st ACM-SIAM Workshop on Analytic Algorithmics and Combinatorics. Partial quicksort (New Orleans, 2004), pp. 224–228. ID - ref58 ER - TY - JOUR AU - Lin, X. AU - Li, C. T. PY - 2017 DA - 2017// TI - Large-scale image clustering based on camera fingerprints JO - IEEE Trans. Inf. Forensics Security VL - 12 ID - Lin2017 ER - TY - JOUR AU - Gloe, T. AU - Böhme, R. PY - 2010 DA - 2010// TI - The Dresden image database for benchmarking digital image forensics JO - J. Digit. Forensic Practice VL - 3 UR - https://doi.org/10.1080/15567281.2010.531500 DO - 10.1080/15567281.2010.531500 ID - Gloe2010 ER - TY - JOUR AU - Rand, W. M. PY - 1971 DA - 1971// TI - Objective criteria for the evaluation of clustering methods JO - J. Am. Stat. Assoc. VL - 66 UR - https://doi.org/10.1080/01621459.1971.10482356 DO - 10.1080/01621459.1971.10482356 ID - Rand1971 ER - TY - JOUR AU - Hubert, L. AU - Arabie, P. PY - 1985 DA - 1985// TI - Comparing partitions JO - J. Classification VL - 2 UR - https://doi.org/10.1007/BF01908075 DO - 10.1007/BF01908075 ID - Hubert1985 ER -