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It can be shown that MSA is invariant to affine transformations. Parameters a and b are free variables.h!?h!W  MSA in frequency domainMSA requires resampling and convolution. Convolution in spatial domain is computationally expensive. In Fourier domain the MSA is given by where is a 2-D Fourier transform of f.>MCb s "  Discrete caseMSA was defined in continuous space. The discrete version the MSA becomes where is a 2-D DFT of f. Fast Fourier Transform (FFT) can be applied. ZJ-/J%/NW/Selecting a and b values6 Unique MSA values can be found from a limited region of the (a,b) space. One possibility is to use the following triangle: There is still an infinite number of choices! In practice one needs to discretize the (a,b) space.K3/6? 3/*  2Some results: fish imagesNDatabase: 94 different fish classes Examples: Error rates with NN-classifier:V( New frameworkLet us consider the Fourier domain MSA: Observation: using FT is not a necessary condition for affine invariance. The same structure with different multiscale image representations provides us other possibilities for deriving affine invariants. 6((,(n W=!*Spatial multiscale affine invariants (SMA) Translation invariance: normalize the image using the centroid m(f): We define SMA by Invariance to linear transformations can be proved easily. Computationally inexpensive method.\X_?(_5 zD#Some results with SMA2Fish database 3 sets of (a,b) values: Error rates:63H$ Ridgelets Let us consider a kernel where y is some wavelet function. This kernel function is called ridgelet Example based a Gaussian wavelet:R%K K^ "M% Ridgelet-based affine invariantsThe following affine invariant is defined: This invariant can be efficiently implemented using Radon transform. In the case b1 = b2 = 0 we write n+g+QO&Experimental resultsJFish database Gaussian ridgelet 55 pairs of (a1, a2) values: Error rates:n= -   + ConclusionsMultiscale image representations provide a basis for constructing various affine invariants. 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$$$$2$j?:qU/=Lk b$5N4zv:\6%) 2$[|e0Fd548+$$$$2$_w3ݽ_`qoI[//$2$+ܑUY -ydc22$:~Jca'52$ۻʀMt{|82$^a$q\l8<2$ѽ=b-5ܨmpx>/b$k~ASn2$N S7m 2$l{CWq2$@gTyS(b$Xlj,pEr|x{@02$8jcږ~t3R_q$2$Ĵ=ZFx|$$$$$$$$$$$$$$$$$b$g!>\~pӖC$$$$$$$$b$Wo4*Yl8\?/_V"b$X@+AMNR?xb$+V`b:Zh`2$-}!s9:ob$=뾻Y@,,2$di4M--[Y$2$Ew,`S)`^U #:2$:F*)  Multiscale autoconvolutionMSA is defined by an expectation M f(a,b) = D f(u)q(u|a,b)du where D is the image domain. It can be shown that MSA is invariant to affine transformations. Parameters a and b are free variables.h!?h!W  MSA in frequency domainMSA requires resampling and convolution. Convolution in spatial domain is computationally expensive. In Fourier domain the MSA is given by where is a 2-D Fourier transform of f.>MCb s "  Discrete caseMSA was defined in continuous space. The discrete version the MSA becomes where is a 2-D DFT of f. Fast Fourier Transform (FFT) can be applied. ZJ-/J%/NW/Selecting a and b values6 Unique MSA values can be found from a limited region of the (a,b) space. One possibility is to use the following triangle: There is still an infinite number of choices! In practice one needs to discretize the (a,b) space.K3/6? 3/*  2Some results: fish imagesNDatabase: 94 different fish classes Examples: Error rates with NN-classifier:V( New frameworkLet us consider the Fourier domain MSA: Observation: using FT is not a necessary condition for affine invariance. The same structure with different multiscale image representations provides us other possibilities for deriving affine invariants. 6((,(n W=!*Spatial multiscale affine invariants (SMA) Translation invariance: normalize the image using the centroid m(f): We define SMA by Invariance to linear transformations can be proved easily. Computationally inexpensive method.\X_?(_5 zD#Some results with SMA2Fish database 3 sets of (a,b) values: Error rates:63H$ Ridgelets Let us consider a kernel where y is some wavelet function. This kernel function is called ridgelet Example based a Gaussian wavelet:R%K K^ "M% Ridgelet-based affine invariantsThe following affine invariant is defined: This invariant can be efficiently implemented using Radon transform. In the case b1 = b2 = 0 we write n+g+QO&Experimental resultsJFish database Gaussian ridgelet 55 pairs of (a1, a2) values: Error rates:n= -   + ConclusionsMultiscale image representations provide a basis for constructing various affine invariants. Good performance in object classification. Limitations: Background should be eliminated Affine transformation is not always a sufficient model&WW r%X>(`   %@Equation Equation.DSMT40*MathType 5.0 Equation0@-BEquation Equation.DSMT40*MathType 5.0 Equation0'.C ՜.+,0     sOn-screen ShowUniversity of Oulucz` Times New RomanSymbolPulseMathType 5.0 EquationMicrosoft Equation 3.0QA framework for building affine invariants from multiscale image representationsBasic problemCommon solutionsAffine transformation*Previous work on direct affine invariantsBasis tripletStatistical approachProbability density functionMultiscale autoconvolutionMSA in frequency domainDiscrete caseSelecting a and b valuesSome results: fish images+Spatial multiscale affine invariants (SMA)Some results with SMA Conclusions  Fonts UsedDesign TemplateEmbedded OLE Servers Slide TitlesDesign Template&_zJanne HeikkilJanne Heikkil_Janne HeikkilJanne Heikkil image representations0 #Janne Heikkil Esa Rahtu Mikko Salo$F$ $ ! Basic problemgObject appearance depends on the viewpoint. How can we recognize objects from different viewpoints?hZh"Common solutionsThere are two types of solutions available: Recognition by alignment (or template matching) Recognition with geometric invariants&,V,V$Affine transformationDefine the affine transformation by where t, x R2 and T is a 2 x 2 nonsingular matrix. Components:%6 ,,G ')Previous work on direct affine invariantsClassical approach: affine moment invariants (e.g. Flusser & Suk) Cross-weighted moments (Yang & Cohen) Trace transform (Petrou & Kadyrov) Affine invariant spectral signatures (Ben-Arie & Wang) Multiscale autoconvolution, MSA (Heikkil ICPR 2002; Rahtu, Salo & Heikkil IEEE-PAMI 2005) ( Z\39-  Basis triplet^Points x0, x1 and x2 are selected arbitrarily: Coordinates of p=[a,b]T remain unchanged!_   0 Statistical approachThe basis triplet (x0, x1, x2) is drawn from a distribution p(x). The distribution p(x) can be any 2-D density function of the image data f(x): p(x) = F[f(x)] The simplest way is to normalize f(x) so that p(x) = f(x)/(S f(x)).(D4$ TProbability density function8A point p=[a,b]T in the image coordinate system is given by u = a(x1- x0) + b(x2  x0) + x0 The probability density function of u becomes q(u|a,b) = 1/s2 pa(u) * pb(u) * pg(u) where g = 1  a  b, s = abg, pr is p resampled by r, and * is convolution.<Z0Z.ZZ<%    >)  Multiscale autoconvolutionMSA is defined by an expectation M f(a,b) = D f(u)q(u|a,b)du where D is the image domain. It can be shown that MSA is invariant to affine transformations. Parameters a and b are free variables.h!?h!W  MSA in frequency domainMSA requires resampling and convolution. Convolution in spatial domain is computationally expensive. In Fourier domain the MSA is given by where is a 2-D Fourier transform of f.>MCb s "  Discrete caseMSA was defined in continuous space. The discrete version the MSA becomes where is a 2-D DFT of f. Fast Fourier Transform (FFT) can be applied. ZJ-/J%/NW/Selecting a and b values6 Unique MSA values can be found from a limited region of the (a,b) space. One possibility is to use the following triangle: There is still an infinite number of choices! In practice one needs to discretize the (a,b) space.K3/6? 3/*  2Some results: fish imagesNDatabase: 94 different fish classes Examples: Error rates with NN-classifier:V( New frameworkLet us consider the Fourier domain MSA: Observation: using FT is not a necessary condition for affine invariance. The same structure with different multiscale image representations provides us other possibilities for deriving affine invariants. 6((,(n W=!*Spatial multiscale affine invariants (SMA) Translation invariance: normalize the image using the centroid m(f): We define SMA by Invariance to linear transformations can be proved easily. Computationally inexpensive method.\X_?(_5 zD#Some results with SMA2Fish database 3 sets of (a,b) values: Error rates:63H$ Ridgelets Let us consider a kernel where y is some wavelet function. This kernel function is called ridgelet Example based a Gaussian wavelet:R%K K^ "M% Ridgelet-based affine invariantsThe following affine invariant is defined: This invariant can be efficiently implemented using Radon transform. In the case b1 = b2 = 0 we write n+g+QO&Experimental resultsJFish database Gaussian ridgelet 55 pairs of (a1, a2) values: Error rates:n= -   + ConclusionsMultiscale image representations provide a basis for constructing various affine invariants. Good performance in object classification. 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It can be shown that MSA is invariant to affine transformations. Parameters a and b are free variables.h!?h!W  MSA in frequency domainMSA requires resampling and convolution. Convolution in spatial domain is computationally expensive. In Fourier domain the MSA is given by where is a 2-D Fourier transform of f.>MCb s "  Discrete caseMSA was defined in continuous space. The discrete version the MSA becomes where is a 2-D DFT of f. Fast Fourier Transform (FFT) can be applied. ZJ-/J%/NW/Selecting a and b values6 Unique MSA values can be found from a limited region of the (a,b) space. One possibility is to use the following triangle: There is still an infinite number of choices! In practice one needs to discretize the (a,b) space.K3/6? 3/*  2Some results: fish imagesNDatabase: 94 different fish classes Examples: Error rates with NN-classifier:V( New frameworkLet us consider the Fourier domain MSA: Observation: using FT is not a necessary condition for affine invariance. The same structure with different multiscale image representations provides us other possibilities for deriving affine invariants. 6((,(n W=!*Spatial multiscale affine invariants (SMA) Translation invariance: normalize the image using the centroid m(f): We define SMA by Invariance to linear transformations can be proved easily. Computationally inexpensive method.\X_?(_5 zD#Some results with SMA2Fish database 3 sets of (a,b) values: Error rates:63H$ Ridgelets Let us consider a kernel where y is some wavelet function. This kernel function is called ridgelet Example based a Gaussian wavelet:R%K K^ "M% Ridgelet-based affine invariantsThe following affine invariant is defined: This invariant can be efficiently implemented using Radon transform. In the case b1 = b2 = 0 we write n+g+QO&Experimental resultsJFish database Gaussian ridgelet 55 pairs of (a1, a2) values: Error rates:n= -   + ConclusionsMultiscale image representations provide a basis for constructing various affine invariants. 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It can be shown that MSA is invariant to affine transformations. Parameters a and b are free variables.h!?h!W  MSA in frequency domainMSA requires resampling and convolution. Convolution in spatial domain is computationally expensive. In Fourier domain the MSA is given by where is a 2-D Fourier transform of f.>MCb s "  Discrete caseMSA was defined in continuous space. The discrete version the MSA becomes where is a 2-D DFT of f. Fast Fourier Transform (FFT) can be applied. ZJ-/J%/NW/Selecting a and b values6 Unique MSA values can be found from a limited region of the (a,b) space. One possibility is to use the following triangle: There is still an infinite number of choices! In practice one needs to discretize the (a,b) space.K3/6? 3/*  2Some results: fish imagesNDatabase: 94 different fish classes Examples: Error rates with NN-classifier:=!*Spatial multiscale affine invariants (SMA) Translation invariance: normalize the image using the centroid m(f): We define SMA by Invariance to linear transformations can be proved easily. Computationally inexpensive method.\X_?(_5 zD#Some results with SMA2Fish database 3 sets of (a,b) values: Error rates:63 ConclusionsMultiscale image representations provide a basis for constructing various affine invariants. Good performance in object classification. Limitations: Background should be eliminated Affine transformation is not always a sufficient model&WW rP ^6(`   %@Equation Equation.DSMT40*MathType 5.0 Equation0@-BEquation Equation.DSMT40*MathType 5.0 Equation0'.CEquation Equation.DSMT40*MathType 5.0 Equation0<>DEquation Equation.DSMT40*MathType 5.0 Equation0SGEquation Equation.DSMT40*MathType 5.0 Equation0YHEquation Equation.30,Microsoft Equation 3.00[JEquation Equation.30,Microsoft Equation 3.0d/ 0DTimes New Roman3t\ )0tY 0DDSymbolew Roman3t\ )0tY 0D b$ .  @n?" dd@  @@`` \V   #&    %      ? $2$%cu3W.nѢ 2$%HW?7R? $2$j?:qU/=Lk b$5N4zv:\6%) 2$[|e0Fd548+$$$$$$2$+ܑUY -ydc2$$2$^a$q\l8<2$ѽ=b-5ܨmpx>/b$k~ASn$$$$$$$$$$2$Ĵ=ZFx|$$$$$$$$$$$$$$$$$b$g!>\~pӖC$$$$$$$$b$Wo4*Yl8\?/_V"b$X@+AMNR?xb$+V`b:Zh`2$-}!s9:ob$=뾻Y@,,2$di4M--[Y$2$Ew,`S)`^U #:2$:F*)  Multiscale autoconvolutionMSA is defined by an expectation M f(a,b) = D f(u)q(u|a,b)du where D is the image domain. It can be shown that MSA is invariant to affine transformations. Parameters a and b are free variables.h!?h!W  MSA in frequency domainMSA requires resampling and convolution. Convolution in spatial domain is computationally expensive. In Fourier domain the MSA is given by where is a 2-D Fourier transform of f.>MCb s "  Discrete caseMSA was defined in continuous space. The discrete version the MSA becomes where is a 2-D DFT of f. Fast Fourier Transform (FFT) can be applied. ZJ-/J%/NW/Selecting a and b values6 Unique MSA values can be found from a limited region of the (a,b) space. One possibility is to use the following triangle: There is still an infinite number of choices! In practice one needs to discretize the (a,b) space.K3/6? 3/*  2Some results: fish imagesNDatabase: 94 different fish classes Examples: Error rates with NN-classifier:=!*Spatial multiscale affine invariants (SMA) Translation invariance: normalize the image using the centroid m(f): We define SMA by Invariance to linear transformations can be proved easily. Computationally inexpensive method.\X_?(_5 zD#Some results with SMA2Fish database 3 sets of (a,b) values: Error rates:63 ConclusionsGood performance in object classification. Limitations: Background should be eliminated Affine transformation is not always a sufficient model&8W8W  p*(  r  S  u P   x  c $u   H  0޽h ? ffD3fr B` D^6(`   %@Equation Equation.DSMT40*MathType 5.0 Equation0@-BEquation Equation.DSMT40*MathType 5.0 Equation0'.CEquation Equation.DSMT40*MathType 5.0 Equation0<>DEquation Equation.DSMT40*MathType 5.0 Equation0SGEquation Equation.DSMT40*MathType 5.0 Equation0YHEquation Equation.30,Microsoft Equation 3.00[JEquation Equation.30,Microsoft Equation 3.0d/ 0DTimes New Roman3t\ )0tY 0DDSymbolew Roman3t\ )0tY 0D b$ .  @n?" dd@  @@`` \V   #&    %      ? $2$%cu3W.nѢ 2$%HW?7R? $2$j?:qU/=Lk b$5N4zv:\6%) 2$[|e0Fd548+$$$$$$2$+ܑUY -ydc2$$2$^a$q\l8<2$ѽ=b-5ܨmpx>/b$k~ASn$$$$$$$$$$2$Ĵ=ZFx|$$$$$$$$$$$$$$$$$b$g!>\~pӖC$$$$$$$$b$Wo4*Yl8\?/_V"b$X@+AMNR?xb$+V`b:Zh`2$-}!s9:ob$=뾻Y@,,2$di4M--[Y$2$Ew,`S)`^U #:2$:F*)  Multiscale autoconvolutionMSA is defined by an expectation M f(a,b) = D f(u)q(u|a,b)du where D is the image domain. It can be shown that MSA is invariant to affine transformations. Parameters a and b are free variables.h!?h!W  MSA in frequency domainMSA requires resampling and convolution. Convolution in spatial domain is computationally expensive. In Fourier domain the MSA is given by where is a 2-D Fourier transform of f.>MCb s "  Discrete caseMSA was defined in continuous space. The discrete version the MSA becomes where is a 2-D DFT of f. Fast Fourier Transform (FFT) can be applied. ZJ-/J%/NW/Selecting a and b values6 Unique MSA values can be found from a limited region of the (a,b) space. One possibility is to use the following triangle: There is still an infinite number of choices! In practice one needs to discretize the (a,b) space.K3/6? 3/*  2Some results: fish imagesNDatabase: 94 different fish classes Examples: Error rates with NN-classifier:=!*Spatial multiscale affine invariants (SMA) Translation invariance: normalize the image using the centroid m(f): We define SMA by Invariance to linear transformations can be proved easily. Computationally inexpensive method.\X_?(_5 zD#Some results with SMA2Fish database 3 sets of (a,b) values: Error rates:63 ConclusionsGood performance in object classification. Limitations: Background should be eliminated Affine transformation is not always a sufficient model&8W8WrDDz^Root EntrydO)WϷ .Pictures Current UserJSummaryInformation(pR  !"#$%&'()*+,/23456789:;<=>?@ABCDEFGHIJKLMNOPQRSTUVWXYZ[\]^_`abcdefghijklmnopqrstuvwxyz{}~ rs Slide TitlesDesign Template&_zJanne HeikkilaJanne Heikkila_Janne HeikkilJanne Heikkil