Image registration methods: a survey

This paper aims to present a review of recent as well as classic image registration methods. Image registration is the process of overlaying images (two or more) of the same scene taken at different times, from different viewpoints, and/or by different sensors. The registration geometrically align two images (the reference and sensed images). The reviewed approaches are classified according to their nature (areabased and feature-based) and according to four basic steps of image registration procedure: feature detection, feature matching, mapping function design, and image transformation and resampling. Main contributions, advantages, and drawbacks of the methods are mentioned in the paper. Problematic issues of image registration and outlook for the future research are discussed too. The major goal of the paper is to provide a comprehensive reference source for the researchers involved in image registration, regardless of particular application areas. q 2003 Elsevier B.V. All rights reserved.

[1]  Rikard Berthilsson.  Affine correlation , 1998, Proceedings. Fourteenth International Conference on Pattern Recognition (Cat. No.98EX170).

[2]  A. Ardeshir Goshtasby,et al.  Description and Discrimination of Planar Shapes Using Shape Matrices , 1985, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[3]  Hideo Ogawa.  Labeled point pattern matching by fuzzy relaxation , 1984, Pattern Recognit..

[4]  G. G. Stokes.  "J." , 1890, The New Yale Book of Quotations.

[5]  John F. Canny,et al.  A Computational Approach to Edge Detection , 1986, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[6]  James S. Duncan,et al.  Rigid point feature registration using mutual information , 1999, Medical Image Anal..

[7]  Jan Flusser,et al.  Robust detection of significant points in multiframe images , 1999, Pattern Recognit. Lett..

[8]  Azriel Rosenfeld,et al.  Gray-level corner detection , 1982, Pattern Recognit. Lett..

[9]  K. W. Cattermole.  The Fourier Transform and its Applications , 1965 .

[10]  Max A. Viergever,et al.  Image reconstruction by convolution with symmetrical piecewise nth-order polynomial kernels , 1999, IEEE Trans. Image Process..

[11]  A. Ardeshir Goshtasby,et al.  Point pattern matching using convex hull edges , 1985, IEEE Transactions on Systems, Man, and Cybernetics.

[12]  Dipti Prasad Mukherjee,et al.  Point landmarks for registration of CT and MR images , 1995, Pattern Recognit. Lett..

[13]  Thomas S. Huang,et al.  Image registration by matching relational structures , 1982, Pattern Recognit..

[14]  Fang-Hsuan Cheng,et al.  Point pattern matching algorithm invariant to geometrical transformation and distortion , 1996, Pattern Recognit. Lett..

[15]  Frithjof Kruggel,et al.  Computational cost of nonrigid registration algorithms based on fluid dynamics [MRI time series application] , 2002, IEEE Transactions on Medical Imaging.

[16]  K. BeatsonR.,et al.  Fast Evaluation of Radial Basis Functions , 1998 .

[17]  Siamak Khorram,et al.  Development of a feature-based approach to automated image registration for multitemporal and multisensor remotely sensed imagery , 1997, IGARSS'97. 1997 IEEE International Geoscience and Remote Sensing Symposium Proceedings. Remote Sensing - A Scientific Vision for Sustainable Development.

[18]  Ming-Kuei Hu,et al.  Visual pattern recognition by moment invariants , 1962, IRE Trans. Inf. Theory.

[19]  Raimondo Schettini,et al.  Automatic selection of control-points from shadow structures† , 1992 .

[20]  Stepán Obdrzálek,et al.  Local affine frames for wide-baseline stereo , 2002, Object recognition supported by user interaction for service robots.

[21]  William K. Pratt,et al.  Correlation Techniques of Image Registration , 1974, IEEE Transactions on Aerospace and Electronic Systems.

[22]  Nira Dyn,et al.  Image Warping by Radial Basis Functions: Application to Facial Expressions , 1994, CVGIP Graph. Model. Image Process..

[23]  Jürgen Weese,et al.  Point-Based Elastic Registration of Medical Image Data Using Approximating Thin-Plate Splines , 1996, VBC.

[24]  Raimondo Schettini,et al.  Image registration by recognition of corresponding structures , 1990 .

[25]  Manfred Ehlers,et al.  High-precision geometric correction of airborne remote sensing revisited: the multiquadric interpolation , 1994, Remote Sensing.

[26]  S. M. Steve.  SUSAN - a new approach to low level image processing , 1997 .

[27]  C R Appledorn,et al.  A new approach to the interpolation of sampled data , 1996, IEEE Trans. Medical Imaging.

[28]  Masaru Kamada,et al.  Two-dimensional spline interpolation for image reconstruction , 1988, Pattern Recognit..

[29]  A. Ardeshir Goshtasby,et al.  Piecewise linear mapping functions for image registration , 1986, Pattern Recognit..

[30]  Jan Flusser,et al.  Point-based projective invariants , 2000, Pattern Recognit..

[31]  M. Powell,et al.  Tabulation of Thin Plate Splines on a Very Fine Two-Dimensional Grid , 1992 .

[32]  Karl Rohr,et al.  Radial basis functions with compact support for elastic registration of medical images , 2001, Image Vis. Comput..

[33]  Stephen C. Cain,et al.  Projection-based image registration in the presence of fixed-pattern noise , 2001, IEEE Trans. Image Process..

[34]  Mads Nielsen,et al.  Non-rigid registration by geometry-constrained diffusion , 1999, Medical Image Anal..

[35]  David J. Hawkes,et al.  Voxel Similarity Measures for 3D Serial MR Brain Image Registration , 2000, IEEE Trans. Medical Imaging.

[36]  Jan Flusser,et al.  A moment-based approach to registration of images with affine geometric distortion , 1994, IEEE Trans. Geosci. Remote. Sens..

[37]  Ardeshir Goshtasby,et al.  A Region-Based Approach to Digital Image Registration with Subpixel Accuracy , 1986, IEEE Transactions on Geoscience and Remote Sensing.

[38]  Jean Duchon,et al.  Interpolation des fonctions de deux variables suivant le principe de la flexion des plaques minces , 1976 .

[39]  Yuan C. Hsieh,et al.  Performance Evaluation of Scene Registration and Stereo Matching for Artographic Feature Extraction , 1992, IEEE Trans. Pattern Anal. Mach. Intell..

[40]  R. Beatson,et al.  Fast evaluation of radial basis functions: I , 1992 .

[41]  Jean-Philippe Thirion,et al.  Image matching as a diffusion process: an analogy with Maxwell's demons , 1998, Medical Image Anal..

[42]  A. Ardeshir Goshtasby,et al.  Volume image registration by template matching , 2001, Image Vis. Comput..

[43]  N. N. Murthy,et al.  Elastic, maximal matching , 1991, Pattern Recognit..

[44]  Thomas Martin Deserno,et al.  Survey: interpolation methods in medical image processing , 1999, IEEE Transactions on Medical Imaging.

[45]  Karl Rohr,et al.  Parameter-Free Elastic Deformation Approach for 2D and 3D Registration Using Prescribed Displacements , 1999, Journal of Mathematical Imaging and Vision.

[46]  Daniel Rueckert,et al.  Non-rigid Registration of Breast MR Images Using Mutual Information , 1998, MICCAI.

[47]  Michel Defrise,et al.  Symmetric Phase-Only Matched Filtering of Fourier-Mellin Transforms for Image Registration and Recognition , 1994, IEEE Trans. Pattern Anal. Mach. Intell..

[48]  R. N. Desmarais,et al.  Interpolation using surface splines. , 1972 .

[49]  F. Murtagh.  A feature-based O(N/sup 2/) approach to point pattern matching , 1992, Proceedings., 11th IAPR International Conference on Pattern Recognition. Vol.II. Conference B: Pattern Recognition Methodology and Systems.

[50]  Max A. Viergever,et al.  Evaluation of Ridge Seeking Operators for Multimodality Medical Image Matching , 1996, IEEE Trans. Pattern Anal. Mach. Intell..

[51]  Rachid Deriche,et al.  Matching color uncalibrated images using differential invariants , 2000, Image Vis. Comput..

[52]  Siamak Khorram,et al.  A feature-based image registration algorithm using improved chain-code representation combined with invariant moments , 1999, IEEE Trans. Geosci. Remote. Sens..

[53]  Edwin R. Hancock,et al.  Multiple line-template matching with the EM algorithm , 1997, Pattern Recognit. Lett..

[54]  Michael Unser,et al.  Image interpolation and resampling , 2000 .

[55]  J. Alison Noble,et al.  Finding Corners , 1988, Alvey Vision Conference.

[56]  Jay B. West,et al.  The distribution of target registration error in rigid-body point-based registration , 2001, IEEE Transactions on Medical Imaging.

[57]  Hsieh Hou,et al.  Cubic splines for image interpolation and digital filtering , 1978 .

[58]  B Likar,et al.  Automatic extraction of corresponding points for the registration of medical images. , 1999, Medical physics.

[59]  Y. Bentoutou,et al.  An invariant approach for image registration in digital subtraction angiography , 2002, Pattern Recognit..

[60]  Robyn A. Owens,et al.  Registration of stereo and temporal images of the retina , 1999, IEEE Transactions on Medical Imaging.

[61]  Daniel P. Huttenlocher,et al.  Comparing Images Using the Hausdorff Distance , 1993, IEEE Trans. Pattern Anal. Mach. Intell..

[62]  Neil A. Dodgson,et al.  Quadratic interpolation for image resampling , 1997, IEEE Trans. Image Process..

[63]  J. L. Moigne.  Parallel registration of multisensor remotely sensed imagery using wavelet coefficients , 1994 .

[64]  Rama Chellappa,et al.  Using geometric properties for correspondence-less image alignment , 1998, Proceedings. Fourteenth International Conference on Pattern Recognition (Cat. No.98EX170).

[65]  Paul M. Griffin,et al.  Point pattern matching using centroid bounding , 1989, IEEE Trans. Syst. Man Cybern..

[66]  Hans-Hellmut Nagel,et al.  Volumetric model and 3D trajectory of a moving car derived from monocular TV frame sequences of a street scene , 1981, Comput. Graph. Image Process..

[67]  Ramakant Nevatia,et al.  Matching Images Using Linear Features , 1984, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[68]  Jan Flusser.  Object matching by means of matching likelihood coefficients , 1995, Pattern Recognit. Lett..

[69]  Nicholas Ayache,et al.  Unifying maximum likelihood approaches in medical image registration , 2000 .

[70]  J. Mazziotta,et al.  Automated image registration , 1993 .

[71]  Zhengwei Yang,et al.  Image registration and object recognition using affine invariants and convex hulls , 1999, IEEE Trans. Image Process..

[72]  Jay B. West,et al.  Predicting error in point-based registration , 2001 .

[73]  J. Le Moigne,et al.  First evaluation of automatic image registration methods , 1998, IGARSS '98. Sensing and Managing the Environment. 1998 IEEE International Geoscience and Remote Sensing. Symposium Proceedings. (Cat. No.98CH36174).

[74]  Jan Flusser,et al.  Application of image processing for the conservation of the medieval mosaic , 2002, Proceedings. International Conference on Image Processing.

[75]  T. Lehmann,et al.  Addendum: B-spline interpolation in medical image processing , 2001, IEEE Transactions on Medical Imaging.

[76]  Fang-Hsuan Cheng,et al.  Fast algorithm for point pattern matching: Invariant to translations, rotations and scale changes , 1997, Pattern Recognit..

[77]  A. Ardeshir Goshtasby,et al.  Piecewise cubic mapping functions for image registration , 1987, Pattern Recognit..

[78]  A. Ardeshir Goshtasby,et al.  Template Matching in Rotated Images , 1985, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[79]  Max A. Viergever,et al.  A survey of medical image registration , 1998, Medical Image Anal..

[80]  Harpreet S. Sawhney,et al.  True Multi-Image Alignment and Its Application to Mosaicing and Lens Distortion Correction , 1999, IEEE Trans. Pattern Anal. Mach. Intell..

[81]  Leslie Greengard,et al.  A fast algorithm for particle simulations , 1987 .

[82]  Y. Chen,et al.  Image registration via level-set motion: Applications to atlas-based segmentation , 2003, Medical Image Anal..

[83]  Shun'ichi Kaneko,et al.  Robust image registration by increment sign correlation , 2002, Pattern Recognit..

[84]  Jerry L. Prince,et al.  Image registration based on boundary mapping , 1996, IEEE Trans. Medical Imaging.

[85]  Jundong Liu,et al.  Local frequency representations for robust multimodal image registration , 2002, IEEE Transactions on Medical Imaging.

[86]  Rama Chellappa,et al.  Multisensor image registration by feature consensus , 1999, Pattern Recognit..

[87]  Michael Unser,et al.  Iterative multi-scale registration without landmarks , 1995, Proceedings., International Conference on Image Processing.

[88]  Harpreet S. Sawhney,et al.  Registration of video to geo-referenced imagery , 1998, Proceedings. Fourteenth International Conference on Pattern Recognition (Cat. No.98EX170).

[89]  Steven S. Beauchemin,et al.  The computation of optical flow , 1995, CSUR.

[90]  A. Bijaoui,et al.  Geometrical registration of images: the multiresolution approach , 1993 .

[91]  B. Rezaie,et al.  Algorithms for Fast Image Registration , 1984, IEEE Transactions on Aerospace and Electronic Systems.

[92]  R. Poeckert,et al.  A control point matching algorithm , 1993, Pattern Recognit..

[93]  Jun-Wei Hsieh,et al.  A fast algorithm for image registration without predetermining correspondences , 1996, Proceedings of 13th International Conference on Pattern Recognition.

[94]  Dragana Brzakovic,et al.  Establishing the correspondence between control points in pairs of mammographic images , 1997, IEEE Trans. Image Process..

[95]  Max H. M. Costa,et al.  Automatic registration of satellite images , 1997, Proceedings X Brazilian Symposium on Computer Graphics and Image Processing.

[96]  William H. Press,et al.  Numerical recipes in C. The art of scientific computing , 1987 .

[97]  A. Ardeshir Goshtasby,et al.  Image registration by local approximation methods , 1988, Image Vis. Comput..

[98]  Frédéric Zana,et al.  A multimodal registration algorithm of eye fundus images using vessels detection and Hough transform , 1999, IEEE Transactions on Medical Imaging.

[99]  Mohamed S. Kamel,et al.  Virtual circles: a new set of features for fast image registration , 2003, Pattern Recognit. Lett..

[100]  Jan Flusser,et al.  Moment Forms Invariant to Rotation and Blur in Arbitrary Number of Dimensions , 2003, IEEE Trans. Pattern Anal. Mach. Intell..

[101]  Jacqueline Le Moigne,et al.  The Translation Sensitivity of Wavelet-Based Registration , 1999, IEEE Trans. Pattern Anal. Mach. Intell..

[102]  Wen-Hao Wang,et al.  Image registration by control points pairing using the invariant properties of line segments , 1997, Pattern Recognit. Lett..

[103]  Pierre Hellier,et al.  Coupling dense and landmark-based approaches for nonrigid registration , 2003, IEEE Transactions on Medical Imaging.

[104]  T. Peli.  An algorithm for recognition and localization of rotated and scaled objects , 1981, Proceedings of the IEEE.

[105]  Simon R. Arridge,et al.  A survey of hierarchical non-linear medical image registration , 1999, Pattern Recognit..

[106]  Lisa M. Brown,et al.  A survey of image registration techniques , 1992, CSUR.

[107]  Rama Chellappa,et al.  A computational vision approach to image registration , 1993, IEEE Trans. Image Process..

[108]  Eric Backer,et al.  Finding point correspondences using simulated annealing , 1995, Pattern Recognit..

[109]  Karl Rohr,et al.  Localization properties of direct corner detectors , 1994, Journal of Mathematical Imaging and Vision.

[110]  Jan Flusser,et al.  Pattern recognition by affine moment invariants , 1993, Pattern Recognit..

[111]  Karl Rohr,et al.  Two-Step Parameter-Free Elastic Image Registration with Prescribed Point Displacements , 1997, ICIAP.

[112]  Kidiyo Kpalma,et al.  Automatic registration of ERS and SPOT multisensor images in a data fusion context , 2000 .

[113]  Arridge,et al.  Summarising Fluid Registration by Thin-Plate Spline Warps with Many Landmarks , 1997 .

[114]  M. Viergever,et al.  Medical image matching-a review with classification , 1993, IEEE Engineering in Medicine and Biology Magazine.

[115]  Yutaka Satoh,et al.  Using selective correlation coefficient for robust image registration , 2003, Pattern Recognit..

[116]  Robert C. Bolles,et al.  Parametric Correspondence and Chamfer Matching: Two New Techniques for Image Matching , 1977, IJCAI.

[117]  Hong Yan,et al.  Document image mosaicing , 1998, Proceedings. Fourteenth International Conference on Pattern Recognition (Cat. No.98EX170).

[118]  A. V. Cideciyan,et al.  Registration of ocular fundus images: an algorithm using cross-correlation of triple invariant image descriptors , 1995 .

[119]  Ralf Tönjes,et al.  A knowledge based approach to automatic image registration , 1997, Proceedings of International Conference on Image Processing.

[120]  Mostafa Kaveh,et al.  A regularization approach to joint blur identification and image restoration , 1996, IEEE Trans. Image Process..

[121]  Colin Studholme,et al.  An overlap invariant entropy measure of 3D medical image alignment , 1999, Pattern Recognit..

[122]  Sankar K. Pal,et al.  A review on image segmentation techniques , 1993, Pattern Recognit..

[123]  Radka Turcajova,et al.  Hierarchical multiresolution technique for image registration , 1996, Optics & Photonics.

[124]  A. Khotanzad,et al.  A physics-based coordinate transformation for 3-D image matching , 1997, IEEE Transactions on Medical Imaging.

[125]  David J. Hawkes,et al.  Deformations Incorporating Rigid Structures , 1996, Comput. Vis. Image Underst..

[126]  Jan Flusser,et al.  An adaptive method for image registration , 1992, Pattern Recognit..

[127]  Max A. Viergever,et al.  Comparison of edge-based and ridge-based registration of CT and MR brain images , 1996, Medical Image Anal..

[128]  George Wolberg,et al.  Robust image registration using log-polar transform , 2000, Proceedings 2000 International Conference on Image Processing (Cat. No.00CH37101).

[129]  Fred L. Bookstein,et al.  Principal Warps: Thin-Plate Splines and the Decomposition of Deformations , 1989, IEEE Trans. Pattern Anal. Mach. Intell..

[130]  F. S. Cohen,et al.  Registering coronal histological 2-D sections of a rat brain with coronal sections of a 3-D brain atlas using geometric curve invariants and B-spline representation , 1998, IEEE Transactions on Medical Imaging.

[131]  Josef Kittler,et al.  Matching and Recognition of Road Networks from Aerial Images , 1992, ECCV.

[132]  Roberto Cipolla,et al.  Image Registration Using Multi-Scale Texture Moments , 1994, BMVC.

[133]  Michael Unser,et al.  An efficient mutual information optimizer for multiresolution image registration , 1998, Proceedings 1998 International Conference on Image Processing. ICIP98 (Cat. No.98CB36269).

[134]  Benoit M. Dawant,et al.  Retrospective intermodality registration techniques for images of the head: surface-based versus volume-based , 1999, IEEE Transactions on Medical Imaging.

[135]  Djemel Ziou,et al.  Edge Detection Techniques-An Overview , 1998 .

[136]  B. S. Manjunath,et al.  Registration Techniques for Multisensor Remotely Sensed Imagery , 1996 .

[137]  Laveen N. Kanal,et al.  Recognition of spatial point patterns , 1983, Pattern Recognit..

[138]  R. Keys.  Cubic convolution interpolation for digital image processing , 1981 .

[139]  Balraj Naren,et al.  Medical Image Registration , 2022 .

[140]  Gerald Q. Maguire,et al.  Comparison and evaluation of retrospective intermodality brain image registration techniques. , 1997, Journal of computer assisted tomography.

[141]  Manfred Ehlers,et al.  Region-based Matching For Image Integration In Remote Sensing Databases , 1991, [Proceedings] IGARSS'91 Remote Sensing: Global Monitoring for Earth Management.

[142]  Stan Z. Li,et al.  Matching: Invariant to translations, rotations and scale changes , 1992, Pattern Recognit..

[143]  Michel Roux.  Automatic registration of SPOT images and digitized maps , 1996, Proceedings of 3rd IEEE International Conference on Image Processing.

[144]  Max A. Viergever,et al.  Mutual information matching in multiresolution contexts , 2001, Image Vis. Comput..

[145]  Ching Y. Suen,et al.  Discrimination of planar shapes using shape matrices , 1989, IEEE Trans. Syst. Man Cybern..

[146]  K M Ayyangar,et al.  Clinical fusion of three-dimensional images using Bremsstrahlung SPECT and CT. , 1997, Journal of nuclear medicine : official publication, Society of Nuclear Medicine.

[147]  Mark Hedley,et al.  Fast corner detection , 1998, Image Vis. Comput..

[148]  Scott T. Grafton,et al.  Automated image registration: I. General methods and intrasubject, intramodality validation. , 1998, Journal of computer assisted tomography.

[149]  W E Grimson,et al.  A computational theory of visual surface interpolation. , 1982, Philosophical transactions of the Royal Society of London. Series B, Biological sciences.

[150]  P. E. Anuta,et al.  Spatial Registration of Multispectral and Multitemporal Digital Imagery Using Fast Fourier Transform Techniques , 1970 .

[151]  C. Morandi,et al.  Registration of Translated and Rotated Images Using Finite Fourier Transforms , 1987, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[152]  Andrew Simper,et al.  Correcting general band-to-band misregistrations , 1996, Proceedings of 3rd IEEE International Conference on Image Processing.

[153]  Morten Bro-Nielsen,et al.  Fast Fluid Registration of Medical Images , 1996, VBC.

[154]  J. A. Parker,et al.  Comparison of Interpolating Methods for Image Resampling , 1983, IEEE Transactions on Medical Imaging.

[155]  M. Unser,et al.  Spline Pyramids for Inter-Modal Image Registration Using Mutual Information , 1997 .

[156]  Rune Solberg,et al.  A model-based approach for geometrical correction of optical satellite images , 1999, IEEE 1999 International Geoscience and Remote Sensing Symposium. IGARSS'99 (Cat. No.99CH36293).

[157]  Stephen M. Smith,et al.  A global optimisation method for robust affine registration of brain images , 2001, Medical Image Anal..

[158]  Keith E. Price,et al.  Relaxation Matching Techniques-A Comparison , 1985, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[159]  Henri Maître,et al.  Improving dynamic programming to solve image registration , 1987, Pattern Recognit..

[160]  Jan Flusser,et al.  Vertex-based features for recognition of projectively deformed polygons , 1996, Pattern Recognit..

[161]  Rama Chellappa,et al.  A new approach to image feature detection with applications , 1996, Pattern Recognit..

[162]  Guy Marchal,et al.  Multi-modality image registration by maximization of mutual information , 1996, Proceedings of the Workshop on Mathematical Methods in Biomedical Image Analysis.

[163]  Jürgen Weese,et al.  Nonrigid Registration of Medical Images Based on Anatomical Point Landmarks and Approximating Thin-Plate Splines , 1996, Bildverarbeitung für die Medizin.

[164]  George Wolberg,et al.  Image registration for perspective deformation recovery , 2000, SPIE Defense + Commercial Sensing.

[165]  Grace Wahba,et al.  Spline Models for Observational Data , 1990 .

[166]  Hassan Foroosh,et al.  Extension of phase correlation to subpixel registration , 2002, IEEE Trans. Image Process..

[167]  Harvey F. Silverman,et al.  A Class of Algorithms for Fast Digital Image Registration , 1972, IEEE Transactions on Computers.

[168]  R. Poeckert,et al.  Warping digital images using thin plate splines , 1993, Pattern Recognit..

[169]  J. Udupa,et al.  An objective comparison of 3-D image interpolation methods , 1998, IEEE Transactions on Medical Imaging.

[170]  George C. Stockman,et al.  Matching Images to Models for Registration and Object Detection via Clustering , 1982, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[171]  R. J. Althof,et al.  A rapid and automatic image registration algorithm with subpixel accuracy , 1997, IEEE Transactions on Medical Imaging.

[172]  Han Wang,et al.  Analysis of gray level corner detection , 1999, Pattern Recognit. Lett..

[173]  B. N. Chatterji,et al.  An FFT-based technique for translation, rotation, and scale-invariant image registration , 1996, IEEE Trans. Image Process..

[174]  Satyabroto Sinha,et al.  Invariance of stereo images via the theory of complex moments , 1997, Pattern Recognit..

[175]  Tosiyasu L. Kunii,et al.  Unconstrained Automatic Image Matching Using Multiresolutional Critical-Point Filters , 1998, IEEE Trans. Pattern Anal. Mach. Intell..

[176]  Michael Unser,et al.  A pyramid approach to subpixel registration based on intensity , 1998, IEEE Trans. Image Process..

[177]  Azriel Rosenfeld,et al.  Some experiments in relaxation image matching using corner features , 1983, Pattern Recognit..

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

[179]  B. S. Manjunath,et al.  A contour-based approach to multisensor image registration , 1995, IEEE Trans. Image Process..

[180]  Yangang Zhu,et al.  Volume image registration by cross-entropy optimization , 2002, IEEE Transactions on Medical Imaging.

[181]  Bostjan Likar,et al.  A hierarchical approach to elastic registration based on mutual information , 2001, Image Vis. Comput..

[182]  Bayesteh G. Kashef,et al.  A Survey Of New Techniques For Image Registration And Mapping , 1984, Optics + Photonics.

[183]  Jürgen Weese,et al.  A Comparison of Simularity Measures for use in 2D-3D Medical Image Registration , 1998, MICCAI.

[184]  Jan Flusser,et al.  Combined Invariants to Linear Filtering and Rotation , 1999, Int. J. Pattern Recognit. Artif. Intell..

[185]  M. Unser,et al.  Interpolation revisited [medical images application] , 2000, IEEE Transactions on Medical Imaging.

[186]  Siegel Ja,et al.  Clinical fusion of three-dimensional images using Bremsstrahlung SPECT and CT. , 1997 .

[187]  Peter Van Wie,et al.  Purdue e-Pubs , 2013 .

[188]  John K. Pollard,et al.  Accurate geometric correction of ATSR images , 1997, IEEE Trans. Geosci. Remote. Sens..

[189]  Guy Marchal,et al.  Multimodality image registration by maximization of mutual information , 1997, IEEE Transactions on Medical Imaging.

[190]  Eberhard Gülch.  Results of test on image matching of ISPRS WG III/4 , 1991 .

[191]  Nicholas Ayache,et al.  The Correlation Ratio as a New Similarity Measure for Multimodal Image Registration , 1998, MICCAI.

[192]  Jan Flusser,et al.  Degraded Image Analysis: An Invariant Approach , 1998, IEEE Trans. Pattern Anal. Mach. Intell..

[193]  Luca Lucchese,et al.  A Frequency Domain Technique for Range Data Registration , 2002, IEEE Trans. Pattern Anal. Mach. Intell..

[194]  John Fitzpatrick.  Detecting Failure, Assessing Success , 2001 .

[195]  Venu Madhav Govindu,et al.  Alignment Using Distributions of Local Geometric Properties , 1999, IEEE Trans. Pattern Anal. Mach. Intell..

[196]  S. AbdelSayed,et al.  Matching and registration method for remote sensing images , 1995, 1995 International Geoscience and Remote Sensing Symposium, IGARSS '95. Quantitative Remote Sensing for Science and Applications.

[197]  Ravi K. Sharma,et al.  Multisensor image registration , 1997 .

[198]  Azriel Rosenfeld,et al.  Two-Stage Template Matching , 1977, IEEE Transactions on Computers.

[199]  Azriel Rosenfeld,et al.  Point pattern matching by relaxation , 1980, Pattern Recognit..

[200]  A. Ardeshir Goshtasby,et al.  Registration of images with geometric distortions , 1988 .

[201]  M. Helm,et al.  Towards Automatic Rectification Of Satellite Images Using Feature Based Matching , 1991, [Proceedings] IGARSS'91 Remote Sensing: Global Monitoring for Earth Management.

[202]  Nick C Fox,et al.  Accurate registration of serial 3D MR brain images and its application to visualizing change in neurodegenerative disorders. , 1996, Journal of computer assisted tomography.

[203]  Paul A. Viola,et al.  Alignment by Maximization of Mutual Information , 1997, International Journal of Computer Vision.

[204]  Ernest L. Hall,et al.  Sequential Hierarchical Scene Matching , 1978, IEEE Transactions on Computers.

[205]  R. Wong,et al.  Scene matching with invariant moments , 1978 .

[206]  Subhasis Chaudhuri,et al.  Automated assembling of images: image montage preparation , 1995, Pattern Recognit..

[207]  Kuo-Chin Fan,et al.  Image Registration Using a New Edge-Based Approach , 1997, Comput. Vis. Image Underst..

[208]  Michael Unser,et al.  A pyramid approach to sub-pixel image fusion based on mutual information , 1996, Proceedings of 3rd IEEE International Conference on Image Processing.

[209]  Jürgen Weese,et al.  Landmark-based elastic registration using approximating thin-plate splines , 2001, IEEE Transactions on Medical Imaging.

[210]  Gunilla Borgefors,et al.  Hierarchical Chamfer Matching: A Parametric Edge Matching Algorithm , 1988, IEEE Trans. Pattern Anal. Mach. Intell..

[211]  Anil K. Jain,et al.  Registering Landsat images by point matching , 1989 .

[212]  W P Dillon,et al.  Alignment of volume MR images and high resolution [18F]fluorodeoxyglucose PET images for the evaluation of patients with brain tumors. , 1997, Journal of computer assisted tomography.

[213]  Michael A. Unser,et al.  Multiresolution spline warping for EPI registration , 1999, Optics & Photonics.

[214]  Ruzena Bajcsy,et al.  Multiresolution elastic matching , 1989, Comput. Vis. Graph. Image Process..

[215]  Paul J. Besl,et al.  A Method for Registration of 3-D Shapes , 1992, IEEE Trans. Pattern Anal. Mach. Intell..

[216]  Richard A. Baldock,et al.  Robust Point Correspondence Applied to Two-and Three-Dimensional Image Registration , 2001, IEEE Trans. Pattern Anal. Mach. Intell..

[217]  N. Hanaizumi,et al.  An automated method for registration of satellite remote sensing images , 1993, Proceedings of IGARSS '93 - IEEE International Geoscience and Remote Sensing Symposium.