Title :
On resampling detection in re-compressed images
Author :
Kirchner, Matthias ; Gloe, Thomas
Author_Institution :
Inst. of Syst. Archit., Tech. Univ. Dresden, Dresden, Germany
Abstract :
Resampling detection has become a standard tool in digital image forensics. This paper investigates the important case of resampling detection in re-compressed JPEG images. We show how blocking artifacts of the previous compression step can help to increase the otherwise drastically reduced detection performance in JPEG compressed images. We give a formulation on how affine transformations of JPEG compressed images affect state-of-the-art resampling detectors and derive a new efficient detection variant, which better suits this relevant detection scenario. The principal appropriateness of using JPEG pre-compression artifacts for the detection of resampling in re-compressed images is backed with experimental evidence on a large image set and for a variety of different JPEG qualities.
Keywords :
data compression; image coding; object detection; JPEG compressed images; JPEG pre-compression artifacts; detection variant; digital image forensics; re-compressed JPEG images; resampling detection; Computer architecture; Computer science; Detectors; Digital images; Forensics; Image coding; Image storage; Interpolation; Security; Transform coding; digital image forensics; re-compression artifacts; resampling detection; tamper detection;
Conference_Titel :
Information Forensics and Security, 2009. WIFS 2009. First IEEE International Workshop on
Conference_Location :
London
Print_ISBN :
978-1-4244-5279-8
Electronic_ISBN :
978-1-4244-5280-4
DOI :
10.1109/WIFS.2009.5386489