Fingerprints Theorems

We prove that the scale map of the zero-crossings of almost all signals filtered by a gaussian of variable size determines the signal uniquely, up to a constant scaling. Exceptions are signals that are antisymmetric about all their zeros (for instance infinitely periodic gratings). Our proof provides a method for reconstructing almost all signals from knowledge of how the zero-crossing contours of the signal, filtered by a gaussian filter, change with the size of the filter. The proof assumes that the filtered signal can be represented as a polynomial of finite, albeit possibly very high, order. The result applies to zero- and level-crossings of signals filtered by gaussian filters. The theorem is extended to two dimensions, that is to images. These results imply that extrema (for instance of derivatives) at different scales are a complete representation of a signal.

[1]  B. Logan Information in the zero crossings of bandpass signals , 1977, The Bell System Technical Journal.

[2]  D Marr,et al.  A computational theory of human stereo vision. , 1979, Proceedings of the Royal Society of London. Series B, Biological sciences.

[3]  D Marr,et al.  Bandpass channels, zero-crossings, and early visual information processing. , 1979, Journal of the Optical Society of America.

[4]  D Marr,et al.  Theory of edge detection , 1979, Proceedings of the Royal Society of London. Series B. Biological Sciences.

[5]  James L Stansfield,et al.  Conclusions from the Commodity Expert Project , 1980 .

[6]  W. Eric L. Grimson,et al.  From images to surfaces , 1981 .

[7]  J. Crowley A representation for visual information , 1981 .

[8]  H. Keith Nishihara,et al.  Intensity, Visible-Surface, and Volumetric Representations , 1981, Artif. Intell..

[9]  T. Poggio,et al.  Zero-Crossings and Spatiotemporal Interpolation in Vision: Aliasing and Electrical Coupling between Sensors. , 1982 .

[10]  David Marr,et al.  Vision: A computational investigation into the human representation , 1983 .

[11]  W. Eric L. Grimson,et al.  Surface consistency constraints in vision , 1982, Comput. Graph. Image Process..

[12]  A. Rosenfeld,et al.  Quadtrees and Pyramids: Hierarchical Representation of Images , 1983 .

[13]  Andrew P. Witkin,et al.  Scale-Space Filtering , 1983, IJCAI.

[14]  T. Poggio,et al.  Fingerprints theorems for zero crossings , 1985 .

[15]  Tomaso A. Poggio,et al.  On Edge Detection , 1984, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[16]  Alan L. Yuille,et al.  Scaling Theorems for Zero Crossings , 1987, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[17]  Andrew P. Witkin,et al.  Uniqueness of the Gaussian Kernel for Scale-Space Filtering , 1986, IEEE Transactions on Pattern Analysis and Machine Intelligence.