Quantization error in regular grids: triangular pixels

Quantization of the image plane into pixels results in the loss of the true location of features within pixels and introduces an error in any quantity computed from feature positions in the image. We derive closed-form, analytic expressions for the error distribution function, the mean absolute error (MAE), and the mean square error (MSE) due to triangular tessellation, for differentiable functions of an arbitrary number of independently quantized points, using a linear approximation of the function. These quantities are essential in examining the intrinsic sensitivity of image processing algorithms. Square and hexagonal pixels were treated in previous papers. An interesting result is that for all possible cases 0.99<D (T)/D S<1.13, where D (T) and D (S) are the MAE in triangular and square tessellations.

[1]  William H. Press,et al.  Numerical recipes , 1990 .

[2]  William Feller,et al.  An Introduction to Probability Theory and Its Applications , 1951 .

[3]  William Feller,et al.  An Introduction to Probability Theory and Its Applications , 1967 .

[4]  Narendra Ahuja On approaches to polygonal decomposition for hierarchical image representation , 1983, Comput. Vis. Graph. Image Process..

[5]  Behrooz Kamgar-Parsi,et al.  Evaluation of Quantization Error in Computer Vision , 1989, IEEE Trans. Pattern Anal. Mach. Intell..

[6]  A. J. Jerri The Shannon sampling theorem—Its various extensions and applications: A tutorial review , 1977, Proceedings of the IEEE.

[7]  S. L. Tanimoto,et al.  A hexagonal pyramid data structure for image processing , 1984, IEEE Transactions on Systems, Man, and Cybernetics.

[8]  Behrooz Kamgar-Parsi,et al.  Calibration of a stereo system with small relative angles , 1990, Comput. Vis. Graph. Image Process..

[9]  E. Reingold,et al.  Combinatorial Algorithms: Theory and Practice , 1977 .

[10]  Ping Wah Wong On Quantization Errors in Computer Vision , 1991, IEEE Trans. Pattern Anal. Mach. Intell..

[11]  Behrooz Kamgar-Parsi,et al.  Quantization Error in Hexagonal Sensory Configurations , 1992, IEEE Trans. Pattern Anal. Mach. Intell..

[12]  Jean Serra,et al.  Image Analysis and Mathematical Morphology , 1983 .

[13]  Alfred M. Bruckstein,et al.  Design of Perimeter Estimators for Digitized Planar Shapes , 1989, IEEE Trans. Pattern Anal. Mach. Intell..