[vtkusers] VTK FFT convolution different to Matlab convolution
Markus Neuner
neuner.markus at gmx.net
Thu Aug 19 13:45:26 EDT 2010
Looks like a casting error because of your data type "UnsignedShort".
<<< snip >>>
vtkImageCast cast
cast SetInputConnection [real GetOutputPort]
cast SetOutputScalarTypeToUnsignedShort
cast Update
<<< snap >>
What is the result when you change the type to float/double?
On 19.08.2010 17:54, John Fraser wrote:
> Hello,
>
> I'm trying to implement convolutional coding using FFT (based upon
> TestFFTCorrelation.tcl). The problem is I'm getting off by 1 "errors"
> in the results. I'm not sure if this is expected or not, I thought
> that VTK FFT based convolution should return exactly the same results
> as Matlab. I've tried padding the image with zeros as well but I
> can't get the results to be the same. Any ideas why they are different?
>
> To test this my kernel is 3 X 3 filled with 1s and my image is 10 X 10
> filled with 1s. The result from VTK is:
>
> 8 9 8 8 8 8 9 8 8 8
> 8 9 8 8 8 8 9 8 8 8
> 9 9 9 8 8 9 9 9 8 8
> 9 9 9 9 9 9 9 9 9 9
> 9 9 9 8 8 9 9 9 8 8
> 8 9 8 8 8 8 9 8 8 8
> 8 9 8 8 8 8 9 8 8 8
> 9 9 9 8 8 9 9 9 8 8
> 9 9 9 9 9 9 9 9 9 9
> 9 9 9 8 8 9 9 9 8 8
>
> whereas Matlab produces all 9s using ifft2( fft2( d ).*fft2( k ) )
>
> 9 9 9 9 9 9 9 9 9 9
> 9 9 9 9 9 9 9 9 9 9
> 9 9 9 9 9 9 9 9 9 9
> 9 9 9 9 9 9 9 9 9 9
> 9 9 9 9 9 9 9 9 9 9
> 9 9 9 9 9 9 9 9 9 9
> 9 9 9 9 9 9 9 9 9 9
> 9 9 9 9 9 9 9 9 9 9
> 9 9 9 9 9 9 9 9 9 9
> 9 9 9 9 9 9 9 9 9 9
>
>
> Code (using VTK TCL binary, based upon TestFFTCorrelation.tcl):
>
> set dims 2
> set imgdim 9
> set kerdim 2
>
> vtkImageReader image1
> # sample image is all 1s 10 X 10 = 100 bytes
> image1 SetFileName "SampleImg.bin"
> image1 SetHeaderSize 0
> image1 SetDataByteOrderToLittleEndian
> image1 SetFileDimensionality $dims
> image1 SetDataOrigin 0 0 0
> image1 SetDataSpacing 1 1 1
> image1 SetNumberOfScalarComponents 1
> image1 SetDataExtent 0 $imgdim 0 $imgdim 0 0
> image1 SetDataScalarTypeToUnsignedChar
>
> vtkImageReader kernel
> # kernel image is all 1s 3 X 3 = 9 bytes
> kernel SetFileName "Kernel.bin"
> kernel SetHeaderSize 0
> kernel SetDataByteOrderToLittleEndian
> kernel SetFileDimensionality $dims
> kernel SetDataOrigin 0 0 0
> kernel SetDataSpacing 1 1 1
> kernel SetNumberOfScalarComponents 1
> kernel SetDataExtent 0 $kerdim 0 $kerdim 0 0
> kernel SetDataScalarTypeToUnsignedChar
>
> vtkImageFFT fft1
> fft1 SetDimensionality $dims
> fft1 SetInputConnection [image1 GetOutputPort]
>
> vtkImageConstantPad pad2
> pad2 SetInputConnection [kernel GetOutputPort]
> pad2 SetOutputWholeExtent 0 $imgdim 0 $imgdim 0 0
>
> vtkImageFFT fft2
> fft2 SetDimensionality $dims
> fft2 SetInputConnection [pad2 GetOutputPort]
>
> vtkImageMathematics mult
> mult SetOperationToComplexMultiply
> mult SetInput1 [fft1 GetOutput]
> mult SetInput2 [fft2 GetOutput]
>
> vtkImageRFFT rfft
> rfft SetDimensionality $dims
> rfft SetInputConnection [mult GetOutputPort]
>
> vtkImageExtractComponents real
> real SetInputConnection [rfft GetOutputPort]
> real SetComponents 0
>
> vtkImageCast cast
> cast SetInputConnection [real GetOutputPort]
> cast SetOutputScalarTypeToUnsignedShort
> cast Update
>
> vtkImageWriter writer
> writer SetInputConnection [cast GetOutputPort]
> writer SetFileName "VTK.img"
> writer SetFileDimensionality $dims
> writer Write
>
> exit
>
>
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