diff options
Diffstat (limited to 'cuda/2d/em.cu')
-rw-r--r-- | cuda/2d/em.cu | 262 |
1 files changed, 262 insertions, 0 deletions
diff --git a/cuda/2d/em.cu b/cuda/2d/em.cu new file mode 100644 index 0000000..74d1bbf --- /dev/null +++ b/cuda/2d/em.cu @@ -0,0 +1,262 @@ +/* +----------------------------------------------------------------------- +Copyright 2012 iMinds-Vision Lab, University of Antwerp + +Contact: astra@ua.ac.be +Website: http://astra.ua.ac.be + + +This file is part of the +All Scale Tomographic Reconstruction Antwerp Toolbox ("ASTRA Toolbox"). + +The ASTRA Toolbox is free software: you can redistribute it and/or modify +it under the terms of the GNU General Public License as published by +the Free Software Foundation, either version 3 of the License, or +(at your option) any later version. + +The ASTRA Toolbox is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +GNU General Public License for more details. + +You should have received a copy of the GNU General Public License +along with the ASTRA Toolbox. If not, see <http://www.gnu.org/licenses/>. + +----------------------------------------------------------------------- +$Id$ +*/ + +#include <cstdio> +#include <cassert> + +#include "em.h" +#include "util.h" +#include "arith.h" + +#ifdef STANDALONE +#include "testutil.h" +#endif + +namespace astraCUDA { + + +// TODO: ensure non-negativity somewhere?? + + +EM::EM() +{ + D_projData = 0; + D_tmpData = 0; + D_pixelWeight = 0; + +} + + +EM::~EM() +{ + reset(); +} + +void EM::reset() +{ + cudaFree(D_projData); + cudaFree(D_tmpData); + cudaFree(D_pixelWeight); + + D_projData = 0; + D_tmpData = 0; + D_pixelWeight = 0; + + ReconAlgo::reset(); +} + + +bool EM::init() +{ + allocateVolume(D_pixelWeight, dims.iVolWidth+2, dims.iVolHeight+2, pixelPitch); + zeroVolume(D_pixelWeight, pixelPitch, dims.iVolWidth+2, dims.iVolHeight+2); + + allocateVolume(D_tmpData, dims.iVolWidth+2, dims.iVolHeight+2, tmpPitch); + zeroVolume(D_tmpData, tmpPitch, dims.iVolWidth+2, dims.iVolHeight+2); + + allocateVolume(D_projData, dims.iProjDets+2, dims.iProjAngles, projPitch); + zeroVolume(D_projData, projPitch, dims.iProjDets+2, dims.iProjAngles); + + // We can't precompute pixelWeights when using a volume mask +#if 0 + if (!useVolumeMask) +#endif + precomputeWeights(); + + // TODO: check if allocations succeeded + return true; +} + +bool EM::precomputeWeights() +{ + zeroVolume(D_pixelWeight, pixelPitch, dims.iVolWidth+2, dims.iVolHeight+2); +#if 0 + if (useSinogramMask) { + callBP(D_pixelWeight, pixelPitch, D_smaskData, smaskPitch); + } else +#endif + { + processVol<opSet, SINO>(D_projData, 1.0f, projPitch, dims.iProjDets, dims.iProjAngles); + callBP(D_pixelWeight, pixelPitch, D_projData, projPitch); + } + processVol<opInvert, VOL>(D_pixelWeight, pixelPitch, dims.iVolWidth, dims.iVolHeight); + +#if 0 + if (useVolumeMask) { + // scale pixel weights with mask to zero out masked pixels + processVol<opMul, VOL>(D_pixelWeight, D_maskData, pixelPitch, dims.iVolWidth, dims.iVolHeight); + } +#endif + + return true; +} + +bool EM::iterate(unsigned int iterations) +{ + shouldAbort = false; + +#if 0 + if (useVolumeMask) + precomputeWeights(); +#endif + + // iteration + for (unsigned int iter = 0; iter < iterations && !shouldAbort; ++iter) { + + // Do FP of volumeData + zeroVolume(D_projData, projPitch, dims.iProjDets+2, dims.iProjAngles); + callFP(D_volumeData, volumePitch, D_projData, projPitch, 1.0f); + + // Divide sinogram by FP (into projData) + processVol<opDividedBy, SINO>(D_projData, D_sinoData, projPitch, dims.iProjDets, dims.iProjAngles); + + // Do BP of projData into tmpData + zeroVolume(D_tmpData, tmpPitch, dims.iVolWidth+2, dims.iVolHeight+2); + callBP(D_tmpData, tmpPitch, D_projData, projPitch); + + // Multiply volumeData with tmpData divided by pixel weights + processVol<opMul2, VOL>(D_volumeData, D_tmpData, D_pixelWeight, pixelPitch, dims.iVolWidth, dims.iVolHeight); + + } + + return true; +} + +float EM::computeDiffNorm() +{ + // copy sinogram to projection data + cudaMemcpy2D(D_projData, sizeof(float)*projPitch, D_sinoData, sizeof(float)*sinoPitch, sizeof(float)*(dims.iProjDets+2), dims.iProjAngles, cudaMemcpyDeviceToDevice); + + // do FP, subtracting projection from sinogram + if (useVolumeMask) { + cudaMemcpy2D(D_tmpData, sizeof(float)*tmpPitch, D_volumeData, sizeof(float)*volumePitch, sizeof(float)*(dims.iVolWidth+2), dims.iVolHeight+2, cudaMemcpyDeviceToDevice); + processVol<opMul, VOL>(D_tmpData, D_maskData, tmpPitch, dims.iVolWidth, dims.iVolHeight); + callFP(D_tmpData, tmpPitch, D_projData, projPitch, -1.0f); + } else { + callFP(D_volumeData, volumePitch, D_projData, projPitch, -1.0f); + } + + + // compute norm of D_projData + + float s = dotProduct2D(D_projData, projPitch, dims.iProjDets, dims.iProjAngles, 1, 0); + + return sqrt(s); +} + + +bool doEM(float* D_volumeData, unsigned int volumePitch, + float* D_sinoData, unsigned int sinoPitch, + const SDimensions& dims, const float* angles, + const float* TOffsets, unsigned int iterations) +{ + EM em; + bool ok = true; + + ok &= em.setGeometry(dims, angles); + if (TOffsets) + ok &= em.setTOffsets(TOffsets); + + if (!ok) + return false; + + ok = em.init(); + if (!ok) + return false; + + ok &= em.setBuffers(D_volumeData, volumePitch, D_sinoData, sinoPitch); + if (!ok) + return false; + + ok = em.iterate(iterations); + + return ok; +} + +} + +#ifdef STANDALONE + +using namespace astraCUDA; + +int main() +{ + float* D_volumeData; + float* D_sinoData; + + SDimensions dims; + dims.iVolWidth = 1024; + dims.iVolHeight = 1024; + dims.iProjAngles = 512; + dims.iProjDets = 1536; + dims.fDetScale = 1.0f; + dims.iRaysPerDet = 1; + unsigned int volumePitch, sinoPitch; + + allocateVolume(D_volumeData, dims.iVolWidth+2, dims.iVolHeight+2, volumePitch); + zeroVolume(D_volumeData, volumePitch, dims.iVolWidth+2, dims.iVolHeight+2); + printf("pitch: %u\n", volumePitch); + + allocateVolume(D_sinoData, dims.iProjDets+2, dims.iProjAngles, sinoPitch); + zeroVolume(D_sinoData, sinoPitch, dims.iProjDets+2, dims.iProjAngles); + printf("pitch: %u\n", sinoPitch); + + unsigned int y, x; + float* sino = loadImage("sino.png", y, x); + + float* img = new float[dims.iVolWidth*dims.iVolHeight]; + + copySinogramToDevice(sino, dims.iProjDets, dims.iProjDets, dims.iProjAngles, D_sinoData, sinoPitch); + + float* angle = new float[dims.iProjAngles]; + + for (unsigned int i = 0; i < dims.iProjAngles; ++i) + angle[i] = i*(M_PI/dims.iProjAngles); + + EM em; + + em.setGeometry(dims, angle); + em.init(); + + // TODO: Initialize D_volumeData with an unfiltered backprojection + + em.setBuffers(D_volumeData, volumePitch, D_sinoData, sinoPitch); + + em.iterate(25); + + + delete[] angle; + + copyVolumeFromDevice(img, dims.iVolWidth, dims.iVolWidth, dims.iVolHeight, D_volumeData, volumePitch); + + saveImage("vol.png",dims.iVolHeight,dims.iVolWidth,img); + + return 0; +} + +#endif |