Skip to main content

Problem with InverseFourier of a 2d FFT of a non-squared image


I have the following 8bit grey scale image:


enter image description here



The 2d FFT of this image, showing the color coded Abs[fft] values, is:


enter image description here


The code to obtain the FFT image is:


img = Import["https://i.stack.imgur.com/CA0nv.png"];

dimimg = ImageDimensions[img];
rdimimg = Reverse[dimimg];

fft = Fourier[ImageData[img]];
fftRotated = RotateLeft[fft, Floor[Dimensions[fft]/2]];


fftAbsData = Abs[fftRotated];

minc = 140;
myColorTable =
Flatten@{Table[{Blend[{Blue, Green, Yellow, Orange}, x]}, {x,
1/minc, 1, 1/minc}],
Table[{Blend[{Orange, Red, Darker@Red}, x]}, {x, 1/(256 - minc),
1, 1/(256 - minc)}]};


g = Colorize[
ImageResize[Image[fftAbsData], {rdimimg[[1]], rdimimg[[2]]}],
ColorFunction -> (Blend[myColorTable, #] &)];

xfrequencies = (Range[rdimimg[[1]]] - Round[rdimimg[[1]]/2])/
rdimimg[[1]];
yfrequencies = (Range[rdimimg[[2]]] - Round[rdimimg[[2]]/2])/
rdimimg[[2]];

minmaxxf = MinMax[xfrequencies];

minmaxyf = MinMax[yfrequencies];

dy = minmaxyf[[2]] - minmaxyf[[1]];
dx = minmaxxf[[2]] - minmaxxf[[1]];

scaleFactor = 600;

imagefft = ImageResize[g, scaleFactor*{dx, dy}]

Questions:



Now I would like to cut out the red ring and make a backward FFT to see which objects of the original image belong to the high amplitude fft data, seen in red.


How can I cout out a circular region in the fft image?


Even without cutting out a part I am not able to reproduce the original image from fft:


inverse=Image[InverseFourier[fft]]

gives me:


enter image description here


Why does InverseFourier not reproduce the original image?



Answer



Using your image, you can first check that InverseFourier does indeed reproduce the original image:



inverse = Image[Chop@InverseFourier[fft]];
ImageDistance[inverse, img]

returns 3.90437*10^-6



Now I would like to cut out the red ring and make a backward FFT to see which objects of the original image belong to the high amplitude fft data, seen in red.



Well, don't expect "objects" - the Fourier transform is a global operation, so you'll basically see the result of a linear (bandpass) filter by masking in the FFT domain.


But you can try easily enough. Simply create a binary mask:


mask = Array[Boole[.15 < Norm[{##}] < .25] &, 

Dimensions[fftRotated], {{-1., 1.}, {-1., 1.}}];

HighlightImage[Image[Rescale@Log[Abs@fftRotated]], Image[mask]]

enter image description here


Multiply it with the FFT and apply inverse transform:


fftMasked = RotateRight[mask*fftRotated, Floor[Dimensions[fft]/2]];

And display the real part of the result:


Image[Rescale[Chop[Re@InverseFourier[fftMasked]]]]


enter image description here


Comments

Popular posts from this blog

functions - Get leading series expansion term?

Given a function f[x] , I would like to have a function leadingSeries that returns just the leading term in the series around x=0 . For example: leadingSeries[(1/x + 2)/(4 + 1/x^2 + x)] x and leadingSeries[(1/x + 2 + (1 - 1/x^3)/4)/(4 + x)] -(1/(16 x^3)) Is there such a function in Mathematica? Or maybe one can implement it efficiently? EDIT I finally went with the following implementation, based on Carl Woll 's answer: lds[ex_,x_]:=( (ex/.x->(x+O[x]^2))/.SeriesData[U_,Z_,L_List,Mi_,Ma_,De_]:>SeriesData[U,Z,{L[[1]]},Mi,Mi+1,De]//Quiet//Normal) The advantage is, that this one also properly works with functions whose leading term is a constant: lds[Exp[x],x] 1 Answer Update 1 Updated to eliminate SeriesData and to not return additional terms Perhaps you could use: leadingSeries[expr_, x_] := Normal[expr /. x->(x+O[x]^2) /. a_List :> Take[a, 1]] Then for your examples: leadingSeries[(1/x + 2)/(4 + 1/x^2 + x), x] leadingSeries[Exp[x], x] leadingSeries[(1/x + 2 + (1 - 1/x...

How to thread a list

I have data in format data = {{a1, a2}, {b1, b2}, {c1, c2}, {d1, d2}} Tableform: I want to thread it to : tdata = {{{a1, b1}, {a2, b2}}, {{a1, c1}, {a2, c2}}, {{a1, d1}, {a2, d2}}} Tableform: And I would like to do better then pseudofunction[n_] := Transpose[{data2[[1]], data2[[n]]}]; SetAttributes[pseudofunction, Listable]; Range[2, 4] // pseudofunction Here is my benchmark data, where data3 is normal sample of real data. data3 = Drop[ExcelWorkBook[[Column1 ;; Column4]], None, 1]; data2 = {a #, b #, c #, d #} & /@ Range[1, 10^5]; data = RandomReal[{0, 1}, {10^6, 4}]; Here is my benchmark code kptnw[list_] := Transpose[{Table[First@#, {Length@# - 1}], Rest@#}, {3, 1, 2}] &@list kptnw2[list_] := Transpose[{ConstantArray[First@#, Length@# - 1], Rest@#}, {3, 1, 2}] &@list OleksandrR[list_] := Flatten[Outer[List, List@First[list], Rest[list], 1], {{2}, {1, 4}}] paradox2[list_] := Partition[Riffle[list[[1]], #], 2] & /@ Drop[list, 1] RM[list_] := FoldList[Transpose[{First@li...

front end - keyboard shortcut to invoke Insert new matrix

I frequently need to type in some matrices, and the menu command Insert > Table/Matrix > New... allows matrices with lines drawn between columns and rows, which is very helpful. I would like to make a keyboard shortcut for it, but cannot find the relevant frontend token command (4209405) for it. Since the FullForm[] and InputForm[] of matrices with lines drawn between rows and columns is the same as those without lines, it's hard to do this via 3rd party system-wide text expanders (e.g. autohotkey or atext on mac). How does one assign a keyboard shortcut for the menu item Insert > Table/Matrix > New... , preferably using only mathematica? Thanks! Answer In the MenuSetup.tr (for linux located in the $InstallationDirectory/SystemFiles/FrontEnd/TextResources/X/ directory), I changed the line MenuItem["&New...", "CreateGridBoxDialog"] to read MenuItem["&New...", "CreateGridBoxDialog", MenuKey["m", Modifiers-...