DocumentCode :
1770689
Title :
Efficient and robust perceptual hashing using log-polar image representation
Author :
Plesca, Cezar ; Morogan, Luciana
Author_Institution :
Comput. Sci. Dept., Mil. Tech. Acad., Bucharest, Romania
fYear :
2014
fDate :
29-31 May 2014
Firstpage :
1
Lastpage :
6
Abstract :
Robust image hashing seeks to transform a given input image into a shorter hashed version using a key-dependent non-invertible transform. These hashes find extensive applications in content authentication, image indexing for database search and watermarking. Modern robust hashing algorithms consist of feature extraction, a randomization stage to introduce non-invertibility, followed by quantization and binary encoding to produce a binary hash. This paper describes a novel algorithm for generating an image hash based on Log-Polar transform features. The Log-Polar transform is a part of the Fourier-Mellin transformation, often used in image recognition and registration techniques due to its invariant properties to geometric operations. First, we show that the proposed perceptual hash is resistant to content-preserving operations like compression, noise addition, moderate geometric and filtering. Second, we illustrate the discriminative capability of our hash in order to rapidly distinguish between two perceptually different images. Third, we study the security of our method for image authentication purposes. Finally, we show that the proposed hashing method can provide both excellent security and robustness.
Keywords :
Fourier transforms; cryptography; image processing; Fourier-Mellin transforms; Log-Polar transform feature; content authentication; database search; image authentication; image indexing; image recognition technique; key dependent noninvertible transform; log polar image representation; registration technique; robust image hashing; robust perceptual hashing; watermarking; Feature extraction; Hamming distance; Image coding; Robustness; Transforms; Vectors; Watermarking; image authentication; log-polar transformation; multimedia security; perceptual hashing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Communications (COMM), 2014 10th International Conference on
Conference_Location :
Bucharest
Type :
conf
DOI :
10.1109/ICComm.2014.6866755
Filename :
6866755
Link To Document :
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