Title :
Geometric tampering estimation by means of a SIFT-based forensic analysis
Author :
Amerini, Irene ; Ballan, Lamberto ; Caldelli, Roberto ; Del Bimbo, Alberto ; Serra, Giuseppe
Author_Institution :
MICC - Media Integration & Commun. Center, Univ. of Florence, Florence, Italy
Abstract :
In many application scenarios digital images play a basic role and often it is important to assess if their content is realistic or has been manipulated to mislead watcher´s opinion. Image forensics tools provide answers to similar questions. This paper, in particular, focuses on the problem of detecting if a feigned image has been created by cloning an area of the image onto another zone to make a duplication or to cancel something awkward. The proposed method is based on SIFT features and allows both to understand which are the image points involved in the counterfeit attack and, furthermore, to recover the parameters of the geometric transformation. Experimental results are provided to witness the powerfulness of the proposed technique.
Keywords :
computational geometry; computer forensics; image processing; SIFT based forensic analysis; digital images; feigned image; geometric tampering estimation; image forensics tools; Cloning; Counterfeiting; Digital images; Discrete cosine transforms; Forensics; Forgery; Image analysis; Parameter estimation; Principal component analysis; Robustness; SIFT; authenticity; geometric transformation; image forensic; image tampering;
Conference_Titel :
Acoustics Speech and Signal Processing (ICASSP), 2010 IEEE International Conference on
Conference_Location :
Dallas, TX
Print_ISBN :
978-1-4244-4295-9
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2010.5495485