Exposing digital forgeries by detecting traces of resampling

被引:590
作者
Popescu, AC [1 ]
Farid, H [1 ]
机构
[1] Dartmouth Coll, Dept Comp Sci, Hanover, NH 03755 USA
基金
美国国家科学基金会;
关键词
digital forensics; digital tampering;
D O I
10.1109/TSP.2004.839932
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The unique stature of photographs as a definitive recording of events is being diminished due, in part, to the ease with which digital images can be manipulated and altered. Although good forgeries may leave no visual clues of having been tampered with, they may, nevertheless, alter the underlying statistics of an image. For example, we describe how resampling (e.g., scaling or rotating) introduces specific statistical correlations, and describe how these correlations can be automatically detected in any portion of an image. This technique works in the absence of any digital watermark or signature. We show the efficacy of this approach on uncompressed TIFF images, and JPEG and GIF images with minimal compression. We expect this technique to be among the first of many tools that will be needed to expose digital forgeries.
引用
收藏
页码:758 / 767
页数:10
相关论文
共 22 条
[1]  
And JF, 1999, INT C IM PROC
[2]  
[Anonymous], P SPIE SEC WAT MULT
[3]  
Bhattacharjee S, 1998, 1998 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING - PROCEEDINGS, VOL 1, P435, DOI 10.1109/ICIP.1998.723518
[4]   Hierarchical watermarking for secure image authentication with localization [J].
Celik, MU ;
Sharma, G ;
Saber, E ;
Tekalp, AM .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2002, 11 (06) :585-595
[5]  
Cox I. J., 2002, DIGITAL WATERMARKING
[6]  
CRAVER SA, 2001, P 10 USENIX SEC S WA
[7]   MAXIMUM LIKELIHOOD FROM INCOMPLETE DATA VIA EM ALGORITHM [J].
DEMPSTER, AP ;
LAIRD, NM ;
RUBIN, DB .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-METHODOLOGICAL, 1977, 39 (01) :1-38
[8]  
FARID H, 2003, P IEEE WORKSH STAT A
[9]   Security of fragile authentication watermarks with localization [J].
Fridrich, J .
SECURITY AND WATERMARKING OF MULTIMEDIA CONTENTS IV, 2002, 4675 :691-700
[10]   THE TRUSTWORTHY DIGITAL CAMERA - RESTORING CREDIBILITY TO THE PHOTOGRAPHIC IMAGE [J].
FRIEDMAN, GL .
IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 1993, 39 (04) :905-910