Title :
Device temporal forensics: An information theoretic approach
Author :
Mao, Junwen ; Bulan, Orhan ; Sharma, Gaurav ; Datta, Suprakash
Author_Institution :
ECE Dept, Univ. of Rochester, Rochester, NY, USA
Abstract :
By formulating the problem of ordering the outputs observed from a device over time, we pose a new problem in forensics and propose a framework for addressing this problem of device temporal forensics. Our proposed framework is based on a two-stage approach wherein time-dependent device parameters are first estimated from observed outputs and the resulting estimates are then temporally ordered by employing a Markov model for the temporal evolution of device parameters and exploiting the data processing inequality in information theory. We demonstrate and evaluate a simple realization of the framework for digital camera forensics based on photo-response non-uniformity. Results obtained over a database of online images indicate that the method provides accurate temporal ordering.
Keywords :
Markov processes; computer forensics; image processing; information services; information theory; temporal databases; Markov model; accurate temporal ordering; data processing inequality; device parameters temporal evolution; device temporal forensics; digital camera forensics; information theoretic approach; information theory; online image database; photo response non uniformity; time dependent device parameters; Data processing; Digital cameras; Digital images; Forensics; Image databases; Information theory; Parameter estimation; Printers; Printing; Signal processing; Device temporal forensics; PRNU(photo-response nonuniformity noise); temporal ordering;
Conference_Titel :
Image Processing (ICIP), 2009 16th IEEE International Conference on
Conference_Location :
Cairo
Print_ISBN :
978-1-4244-5653-6
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2009.5414612