TY - GEN
T1 - A classifier design for detecting image manipulations
AU - Avcibas, Ismail
AU - Bayram, Sevinc
AU - Memon, Nasir
AU - Ramkumar, Mahalingam
AU - Sankur, Bulent
PY - 2004
Y1 - 2004
N2 - In this paper we present a framework for digital image forensics. Based on the assumptions that some processing operations must be done on the image before it is doctored, and an expected measurable distortion after processing an image, we design classifiers that discriminates between original and processed images. We propose a novel way of measuring the distortion between two images, one being the original and the other processed. The measurements are used as features in classifier design. Using these classifiers we test whether a suspicious part of a given image has been processed with a particular method or not. Experimental results show that with a high accuracy we are able to tell if some part of an image has undergone a particular or a combination of processing methods.
AB - In this paper we present a framework for digital image forensics. Based on the assumptions that some processing operations must be done on the image before it is doctored, and an expected measurable distortion after processing an image, we design classifiers that discriminates between original and processed images. We propose a novel way of measuring the distortion between two images, one being the original and the other processed. The measurements are used as features in classifier design. Using these classifiers we test whether a suspicious part of a given image has been processed with a particular method or not. Experimental results show that with a high accuracy we are able to tell if some part of an image has undergone a particular or a combination of processing methods.
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U2 - 10.1109/ICIP.2004.1421647
DO - 10.1109/ICIP.2004.1421647
M3 - Conference contribution
AN - SCOPUS:20444444311
SN - 0780385543
T3 - Proceedings - International Conference on Image Processing, ICIP
SP - 2645
EP - 2648
BT - 2004 International Conference on Image Processing, ICIP 2004
T2 - 2004 International Conference on Image Processing, ICIP 2004
Y2 - 18 October 2004 through 21 October 2004
ER -