Title :
Medical image integrity control and forensics based on watermarking — Approximating local modifications and identifying global image alterations
Author :
Huang, H. ; Coatrieux, G. ; Shu, H.Z. ; Luo, L.M. ; Roux, Ch
Author_Institution :
IT, Telecom Bretagne, Brest, France
fDate :
Aug. 30 2011-Sept. 3 2011
Abstract :
In this paper we present a medical image integrity verification system that not only allows detecting and approximating malevolent local image alterations (e.g. removal or addition of findings) but is also capable to identify the nature of global image processing applied to the image (e.g. lossy compression, filtering ...). For that purpose, we propose an image signature derived from the geometric moments of pixel blocks. Such a signature is computed over regions of interest of the image and then watermarked in regions of non interest. Image integrity analysis is conducted by comparing embedded and recomputed signatures. If any, local modifications are approximated through the determination of the parameters of the nearest generalized 2D Gaussian. Image moments are taken as image features and serve as inputs to one classifier we learned to discriminate the type of global image processing. Experimental results with both local and global modifications illustrate the overall performances of our approach.
Keywords :
Gaussian processes; data integrity; feature extraction; forensic science; image watermarking; medical image processing; forensics; generalized 2D Gaussian; geometric moments; global image alteration; global image processing; image feature; image filtering; image integrity analysis; image moment; local modification approximation; lossy compression; medical image integrity control; medical image integrity verification system; pixel block; watermarking; Approximation methods; Biomedical imaging; Image coding; Retina; Transform coding; Watermarking; Computer Security; Diagnostic Imaging; Forensic Medicine; Humans; Image Processing, Computer-Assisted; Magnetic Resonance Imaging; Normal Distribution; Retina;
Conference_Titel :
Engineering in Medicine and Biology Society, EMBC, 2011 Annual International Conference of the IEEE
Conference_Location :
Boston, MA
Print_ISBN :
978-1-4244-4121-1
Electronic_ISBN :
1557-170X
DOI :
10.1109/IEMBS.2011.6091988