Detection and estimation of rotational motions using the 3-D Gabor representation

In this paper, detection and estimation of rotational motion in the 3-D Gabor domain are investigated. By extending frequency domain methods to the joint spatiotemporal/spatio-temporal-frequency (st/stf) analysis framework, we propose a technique to estimate multiple localized rotational motions in image sequences. Based on a rotational motion model derived in the 3-D Gabor domain, an algorithm for estimating localized uniform rotational motions is constructed and discussed.

[1]  Todd R. Reed,et al.  The analysis of motion in natural scenes using a spatiotemporal/spatiotemporal-frequency representation , 1997, Proceedings of International Conference on Image Processing.

[2]  D. Ghosh,et al.  An architecture for affine motion estimation in real-time video coding , 2003, 9th Asia-Pacific Conference on Communications (IEEE Cat. No.03EX732).

[3]  Murat Kunt,et al.  Image sequence representation using polar-separable filters , 1990, Other Conferences.

[4]  Touradj Ebrahimi,et al.  Video coding using a pyramidal Gabor expansion , 1990, Other Conferences.

[5]  Gary E. Ford,et al.  Image analysis for adaptive noise reduction in super high-definition image coding , 1992, Other Conferences.

[6]  Nancy E. Reed,et al.  THE ANALYSIS OF HEART SOUNDS FOR SYMPTOM DETECTION AND MACHINE-AIDED DIAGNOSIS , 2001 .

[7]  Guido M. Cortelazzo,et al.  A frequency domain technique for estimating rigid planar rotations , 1996, 1996 IEEE International Symposium on Circuits and Systems. Circuits and Systems Connecting the World. ISCAS 96.

[8]  T. R. Reed,et al.  Spatiotemporal/spatiotemporal-frequency representations for the integrated analysis of dynamic scenes , 1997, 1997 IEEE International Conference on Systems, Man, and Cybernetics. Computational Cybernetics and Simulation.

[9]  Todd R. Reed,et al.  Heart sound segmentation for computer-aided auscultation , 2005, SIP.

[10]  G.K. Wu,et al.  3-D segmentation-based video processing , 1996, Conference Record of The Thirtieth Asilomar Conference on Signals, Systems and Computers.

[11]  Touradj Ebrahimi,et al.  Sequence coding by Gabor decomposition , 1990 .

[12]  Touradj Ebrahimi,et al.  Image sequence coding using concepts in visual perception , 1990, Other Conferences.

[13]  Iftekhar Hussain,et al.  Compression of still images using segmentation-based approximation , 1994, Electronic Imaging.

[14]  Jeffrey A. Bloom,et al.  A Gaussian derivative-based transform , 1996, IEEE Trans. Image Process..

[15]  Jeffrey A. Bloom,et al.  An image representation based on planar patches and the local adjustment technique , 1993, 1993 IEEE International Symposium on Circuits and Systems.

[16]  Touradj Ebrahimi,et al.  New generation methods for the high-compression coding of digital image sequences , 1990 .

[17]  LiHaibo,et al.  Image sequence coding at very low bit rates , 1994 .

[18]  Michael Werman,et al.  Texture segmentation using a diffusion region growing technique , 1990, Pattern Recognit..

[19]  Jeffrey A. Bloom,et al.  Examining the effects of basis function truncation in the DGT , 2000, Proceedings 2000 International Conference on Image Processing (Cat. No.00CH37101).

[20]  Todd R. Reed,et al.  Local frequency representations for image sequence processing and coding , 1993 .

[21]  C. L. Kussmaul,et al.  Frequency domain representations of surfaces , 1998, SMC'98 Conference Proceedings. 1998 IEEE International Conference on Systems, Man, and Cybernetics (Cat. No.98CH36218).

[22]  Todd R. Reed,et al.  A Spatiotemporal/Spatiotemporal-Frequency Interpretation of Apparent Motion Reversal , 1999, IJCAI.

[23]  Todd Randall Reed Image sequence coding using spatial/spatial-frequency representations , 1992, Electronic Imaging.

[24]  Jeffrey A. Bloom,et al.  An uncertainty analysis of some real functions for image processing applications , 1997, Proceedings of International Conference on Image Processing.

[25]  Bond percolation-based Gibbs-Markow random fields for image segmentation , 1995, IEEE Signal Processing Letters.

[26]  T. Reed,et al.  Motion analysis using the 3-D Gabor transform , 1996, Conference Record of The Thirtieth Asilomar Conference on Signals, Systems and Computers.

[27]  T. Reed Region Growing Using Neural Networks , 1992 .

[28]  Todd R. Reed,et al.  On the Computation of Optical Flow using the 3-D Gabor Transform , 1998, Multidimens. Syst. Signal Process..

[29]  Touradj Ebrahimi,et al.  Efficient Representation and High-Compression Coding of Image Sequences , 1992 .

[30]  Touradj Ebrahimi,et al.  Low bit rate coding of image sequences using a pyramidal Gabor expansion , 1991 .

[31]  Harry Wechsler,et al.  Texture analysis and clustering using the Wigner distribution , 1988, [1988 Proceedings] 9th International Conference on Pattern Recognition.

[32]  R.E. Loke,et al.  The analysis of underwater acoustic data via 3-D segmentation , 1999, Conference Record of the Thirty-Third Asilomar Conference on Signals, Systems, and Computers (Cat. No.CH37020).

[33]  Todd R. Reed The representation and coding of volumetric images using the 3-D derivative of Gaussian transform , 2001, Proceedings 2001 International Conference on Image Processing (Cat. No.01CH37205).

[35]  Harry Wechsler,et al.  Spatial/spatial-frequency representations for image segmentation and grouping , 1991, Image Vis. Comput..

[36]  A. Gasull,et al.  Coding-oriented segmentation based on Gibbs-Markov random fields and human visual system knowledge , 1991, [Proceedings] ICASSP 91: 1991 International Conference on Acoustics, Speech, and Signal Processing.

[37]  V. Ralph Algazi,et al.  Comparison of image compression techniques for high quality based on properties of visual perception , 1991, Optics & Photonics.

[38]  Todd R. Reed,et al.  A Performance Analysis of Fast Gabor Transform Methods , 1997, CVGIP Graph. Model. Image Process..

[39]  Jeffrey A. Bloom,et al.  On the compression of still images using the derivative of Gaussian transform , 1998, Proceedings 1998 International Conference on Image Processing. ICIP98 (Cat. No.98CB36269).

[40]  Todd R. Reed,et al.  Image sequence processing using spatiotemporal segmentation , 1999, IEEE Trans. Circuits Syst. Video Technol..

[41]  Gary E. Ford,et al.  Perceptually based coding of monochrome and color still images , 1992, Data Compression Conference, 1992..

[42]  Iftekhar Hussain,et al.  A bond percolation-based model for image segmentation , 1997, IEEE Trans. Image Process..

[43]  Murat Kunt,et al.  Image sequence coding using oriented edges , 1990, Signal Process. Image Commun..

[44]  Iftekhar Hussain,et al.  Image segmentation using Gibbs-Markov random fields based on bond percolation , 1995, Optics & Photonics.

[45]  Murat Kunt,et al.  Image sequence coding by split and merge , 1991, IEEE Trans. Commun..

[46]  Iftekhar Hussain,et al.  Segmentation-based nonlinear image smoothing , 1994, Proceedings of 1st International Conference on Image Processing.

[47]  Mu Feng,et al.  Dense motion field estimation by 3-D Gabor representation , 2004, 2004 International Conference on Image Processing, 2004. ICIP '04..

[48]  T. R. Reed,et al.  Segmentation-based image compression with enhanced treatment of textured regions , 1994, Proceedings of 1994 28th Asilomar Conference on Signals, Systems and Computers.

[49]  Guido M. Cortelazzo,et al.  Frequency domain analysis of rotational motion , 1993, Multidimens. Syst. Signal Process..

[50]  A. Krikelis,et al.  Guest Editorial Very Low Bit-rate Video Coding II , 1997 .

[51]  Luca Lucchese,et al.  A noise-robust frequency domain technique for estimating planar roto-translations , 2000, IEEE Trans. Signal Process..

[52]  Todd Randall Reed,et al.  Very‐low‐bit‐rate coding of image sequences using the Gabor transform , 1995 .

[53]  Iftekhar Hussain,et al.  Compression of mixed images using an image representation formed via segmentation , 1995 .

[54]  Nancy E. Reed,et al.  Model based heart sound analysisfor the detection of diagnostically relevant symptoms , 2000 .

[55]  Nancy E. Reed,et al.  Heart sound analysis for symptom detection and computer-aided diagnosis , 2004, Simul. Model. Pract. Theory.

[56]  Harry Wechsler,et al.  Segmentation of Textured Images and Gestalt Organization Using Spatial/Spatial-Frequency Representations , 1990, IEEE Trans. Pattern Anal. Mach. Intell..

[57]  Gary E. Ford,et al.  Visual factors and image analysis in the encoding of high-quality still images , 1991, Other Conferences.

[58]  Charilaos Christopoulos,et al.  JPEG 2000 implementation on different computer platforms , 2000, SPIE Optics + Photonics.