On Watermarking Numeric Sets

We consider the potential implications of recent developments in subfields of image analysis and image representation for watermarking and steganography. We consider three rapidly developing subfields: 1. Natural Scene Statistics; 2. Level Set Image Processing and Geometric Diffusion; and 3. Computational Harmonic Analysis. Each of these subfields has recently claimed progress either in characterizing or processing images. We interpret all such progress as implicitly or explicitly identifying invariants of real images. Such invariants are potential tools for studying the effects of watermarking or steganography in an image. We briefly survey these three subfields, give several examples of such invariants, and explore the effects of model watermarking schemes on such invariants.

[1]  D. Mumford,et al.  Optimal approximations by piecewise smooth functions and associated variational problems , 1989 .

[2]  L. Ambrosio,et al.  Approximation of functional depending on jumps by elliptic functional via t-convergence , 1990 .

[3]  D. Ruderman The statistics of natural images , 1994 .

[4]  Terrence J. Sejnowski,et al.  An Information-Maximization Approach to Blind Separation and Blind Deconvolution , 1995, Neural Computation.

[5]  David J. Field,et al.  Emergence of simple-cell receptive field properties by learning a sparse code for natural images , 1996, Nature.

[6]  Walter Bender,et al.  Techniques for Data Hiding , 1996, IBM Syst. J..

[7]  D. Field,et al.  Natural image statistics and efficient coding. , 1996, Network.

[8]  Jean-Paul M. G. Linnartz,et al.  Public watermarks and resistance to tampering , 1997, Proceedings of International Conference on Image Processing.

[9]  Ingemar J. Cox,et al.  Secure spread spectrum watermarking for multimedia , 1997, IEEE Trans. Image Process..

[10]  Nasir D. Memon,et al.  Protecting digital media content , 1998, CACM.

[11]  Ioannis Pitas,et al.  Digital watermarking: An overview , 1998, 9th European Signal Processing Conference (EUSIPCO 1998).

[12]  Christian S. Collberg,et al.  On the Limits of Software Watermarking , 1998 .

[13]  Markus G. Kuhn,et al.  Attacks on Copyright Marking Systems , 1998, Information Hiding.

[14]  Jian Zhao,et al.  A generic digital watermarking model , 1998, Comput. Graph..

[15]  Thierry Pun,et al.  Secure Copyright Protection Techniques for Digital Images , 1998, Information Hiding.

[16]  Wenjun Zeng,et al.  Image-adaptive watermarking using visual models , 1998, IEEE J. Sel. Areas Commun..

[17]  Ahmed H. Tewfik,et al.  Multimedia data-embedding and watermarking technologies , 1998, Proc. IEEE.

[18]  Eero P. Simoncelli,et al.  Image compression via joint statistical characterization in the wavelet domain , 1999, IEEE Trans. Image Process..

[19]  I. Pitas,et al.  The use of watermarks in the protection of digital multimedia products , 1999, Proc. IEEE.

[20]  Edward J. Delp,et al.  Perceptual watermarks for digital images and video , 1999 .

[21]  Frank Hartung,et al.  Multimedia watermarking techniques , 1999, Proc. IEEE.

[22]  Markus G. Kuhn,et al.  Information hiding-a survey , 1999, Proc. IEEE.

[23]  Eckhard Koch,et al.  Digital watermarking: what will it do for me? And what it won't! , 1999, SIGGRAPH '99.

[24]  Christian S. Collberg,et al.  Software watermarking: models and dynamic embeddings , 1999, POPL '99.

[25]  E. Candès,et al.  Ridgelets: a key to higher-dimensional intermittency? , 1999, Philosophical Transactions of the Royal Society of London. Series A: Mathematical, Physical and Engineering Sciences.

[26]  Bernd Girod,et al.  Channel model for a watermark attack , 1999, Electronic Imaging.

[27]  Stephan Katzenbeisser,et al.  Information Hiding Techniques for Steganography and Digital Watermaking , 1999 .

[28]  Ingemar J. Cox,et al.  A Review of of Watermarking Principles and Practices , 1999 .

[29]  Bob Ellis Public policy: new on-line surveys and digital watermarking , 1999, COMG.

[30]  Ingemar J. Cox,et al.  Watermarking as communications with side information , 1999, Proc. IEEE.

[31]  Alex M. Andrew,et al.  Level Set Methods and Fast Marching Methods: Evolving Interfaces in Computational Geometry, Fluid Mechanics, Computer Vision, and Materials Science (2nd edition) , 2000 .

[32]  Guillermo Sapiro,et al.  Image inpainting , 2000, SIGGRAPH.

[33]  Ton Kalker,et al.  Digital watermarking for DVD video copy protection , 2000 .

[34]  Jens Palsberg,et al.  Experience with software watermarking , 2000, Proceedings 16th Annual Computer Security Applications Conference (ACSAC'00).

[35]  Sushil Jajodia,et al.  Information Hiding: Steganography and Watermarking-Attacks and Countermeasures: Steganography and Watermarking - Attacks and Countermeasures , 2000, IH 2012.

[36]  David L. Donoho,et al.  Orthonormal Ridgelets and Linear Singularities , 2000, SIAM J. Math. Anal..

[37]  Iwan Setyawan,et al.  Watermarking digital image and video data. A state-of-the-art overview , 2000 .

[38]  Hany Farid,et al.  Detecting Steganographic Messages in Digital Images , 2001 .

[39]  Edward J. Delp,et al.  Digital watermarking: algorithms and applications , 2001, IEEE Signal Process. Mag..

[40]  Ramarathnam Venkatesan,et al.  A Graph Theoretic Approach to Software Watermarking , 2001, Information Hiding.

[41]  D. Mumford,et al.  Stochastic models for generic images , 2001 .

[42]  Mauro Barni,et al.  Information theoretic aspects in digital watermarking , 2001, Signal Process..

[43]  Mikhail J. Atallah,et al.  Natural Language Watermarking: Design, Analysis, and a Proof-of-Concept Implementation , 2001, Information Hiding.

[44]  A. G. Flesia,et al.  Can recent innovations in harmonic analysis `explain' key findings in natural image statistics? , 2001, Network.

[45]  Ingemar J. Cox,et al.  Digital watermarking for copyright protection: a communications perspective , 2001, IEEE Communications Magazine.

[46]  G. Sapiro,et al.  Geometric partial differential equations and image analysis [Book Reviews] , 2001, IEEE Transactions on Medical Imaging.

[47]  Alastair Reed,et al.  Digital watermarking using improved human visual system model , 2001, IS&T/SPIE Electronic Imaging.

[48]  David L. Donoho,et al.  Ridge Functions and Orthonormal Ridgelets , 2001, J. Approx. Theory.

[49]  Eero P. Simoncelli,et al.  Natural image statistics and neural representation. , 2001, Annual review of neuroscience.

[50]  Radu Sion,et al.  Key Commitment in Multimedia Watermarking (CERIAS TR 2002-30) , 2002 .

[51]  Jianhong Shen,et al.  Digital inpainting based on the Mumford–Shah–Euler image model , 2002, European Journal of Applied Mathematics.

[52]  Ingemar J. Cox,et al.  Digital Watermarking , 2003, Lecture Notes in Computer Science.

[53]  A. G. Flesia,et al.  Digital Ridgelet Transform Based on True Ridge Functions , 2003 .

[54]  Eero P. Simoncelli,et al.  A Parametric Texture Model Based on Joint Statistics of Complex Wavelet Coefficients , 2000, International Journal of Computer Vision.