Direct manipulation of recurrent models

Abstract This paper describes an interactive modeling method which allows a user to directly manipulate a fractal object defined by a recurrent iterated function system (RIFS). The method allows the user to nail points on the attractor to their current position, and drag other points to a desired position. The attractor changes shape to accomodate the new location of the dragged point. An incremental Newton's method solves the system of equations generated to find a new set of RIFS parameters that satisfy the constraints. These solutions can be generated in real time for simple models on modern computer hardware, resulting in a fully interactive recurrent modeling system for designing models that closely match specific natural shapes.

[1]  Wayne O. Cochran,et al.  Similarity Hashing: A Computer Vision Solution to the Inverse Problem of Linear Fractals , 1997 .

[2]  John C. Hart,et al.  Efficient antialiased rendering of 3-D linear fractals , 1991, SIGGRAPH.

[3]  Arnaud Jacquin,et al.  Harnessing chaos for image synthesis , 1988, SIGGRAPH.

[4]  John Hart,et al.  Linear Fractal Shape Interpolation , 1997, Graphics Interface.

[5]  John Hart,et al.  The object instancing paradigm for linear fractal modeling , 1992 .

[6]  B. Mandelbrot Fractal Geometry of Nature , 1984 .

[7]  Arnaud E. Jacquin,et al.  Image coding based on a fractal theory of iterated contractive image transformations , 1992, IEEE Trans. Image Process..

[8]  M. Barnsley,et al.  Recurrent iterated function systems , 1989 .

[9]  Ken Perlin,et al.  [Computer Graphics]: Three-Dimensional Graphics and Realism , 2022 .

[10]  Wayne O. Cochran,et al.  On Approximating Rough Curves with Fractal Functions , 1998, Graphics Interface.

[11]  Laurie Hodges,et al.  Construction of fractal objects with iterated function systems , 1985, SIGGRAPH.

[12]  F. Kenton Musgrave,et al.  The synthesis and rendering of eroded fractal terrains , 1989, SIGGRAPH.

[13]  John E. Dennis,et al.  Numerical methods for unconstrained optimization and nonlinear equations , 1983, Prentice Hall series in computational mathematics.

[14]  Przemyslaw Prusinkiewicz,et al.  The Algorithmic Beauty of Plants , 1990, The Virtual Laboratory.

[15]  M. Barnsley,et al.  Solution of an inverse problem for fractals and other sets. , 1986, Proceedings of the National Academy of Sciences of the United States of America.