DocumentCode :
81699
Title :
A Watermarking-Based Medical Image Integrity Control System and an Image Moment Signature for Tampering Characterization
Author :
Coatrieux, G. ; Hui Huang ; Huazhong Shu ; Limin Luo ; Roux, C.
Author_Institution :
Inst. Telecom, Telecom Bretagne, Brest, France
Volume :
17
Issue :
6
fYear :
2013
fDate :
Nov. 2013
Firstpage :
1057
Lastpage :
1067
Abstract :
In this paper, we present a medical image integrity verification system to detect and approximate local malevolent image alterations (e.g., removal or addition of lesions) as well as identifying the nature of a global processing an image may have undergone (e.g., lossy compression, filtering, etc.). The proposed integrity analysis process is based on nonsignificant region watermarking with signatures extracted from different pixel blocks of interest, which are compared with the recomputed ones at the verification stage. A set of three signatures is proposed. The first two devoted to detection and modification location are cryptographic hashes and checksums, while the last one is issued from the image moment theory. In this paper, we first show how geometric moments can be used to approximate any local modification by its nearest generalized 2-D Gaussian. We then demonstrate how ratios between original and recomputed geometric moments can be used as image features in a classifier-based strategy in order to determine the nature of a global image processing. Experimental results considering both local and global modifications in MRI and retina images illustrate the overall performances of our approach. With a pixel block signature of about 200 bit long, it is possible to detect, to roughly localize, and to get an idea about the image tamper.
Keywords :
Gaussian processes; biomedical MRI; cancer; feature extraction; filtering theory; image classification; image coding; image watermarking; medical control systems; medical image processing; tumours; MRI; approximate local malevolent image alteration detection; checksums; classifier-based strategy; cryptographic hashes; filtering; geometric moments; global image processing; image features; image moment signature; image moment theory; image tamper; integrity analysis process; lesions addition; lesions removal; lossy compression; magnetic resonance imaging; medical image integrity verification system; nearest generalized 2D Gaussian; original geometric moments; pixel block signature; pixel blocks-of-interest; recomputed geometric moments; retina images; tampering characterization; watermarking-based medical image integrity control system; Cryptographic hash; image moment; integrity control; medical imaging; watermarking; Diagnostic Imaging; Image Interpretation, Computer-Assisted;
fLanguage :
English
Journal_Title :
Biomedical and Health Informatics, IEEE Journal of
Publisher :
ieee
ISSN :
2168-2194
Type :
jour
DOI :
10.1109/JBHI.2013.2263533
Filename :
6522126
Link To Document :
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