replaced GPU -> CUDA
This commit is contained in:
@@ -6,7 +6,7 @@
|
||||
#include <opencv2/imgproc.hpp>// Image processing methods for the CPU
|
||||
#include <opencv2/highgui.hpp>// Read images
|
||||
|
||||
// GPU structures and methods
|
||||
// CUDA structures and methods
|
||||
#include <opencv2/cudaarithm.hpp>
|
||||
#include <opencv2/cudafilters.hpp>
|
||||
|
||||
@@ -16,19 +16,19 @@ using namespace cv;
|
||||
double getPSNR(const Mat& I1, const Mat& I2); // CPU versions
|
||||
Scalar getMSSIM( const Mat& I1, const Mat& I2);
|
||||
|
||||
double getPSNR_GPU(const Mat& I1, const Mat& I2); // Basic GPU versions
|
||||
Scalar getMSSIM_GPU( const Mat& I1, const Mat& I2);
|
||||
double getPSNR_CUDA(const Mat& I1, const Mat& I2); // Basic CUDA versions
|
||||
Scalar getMSSIM_CUDA( const Mat& I1, const Mat& I2);
|
||||
|
||||
struct BufferPSNR // Optimized GPU versions
|
||||
{ // Data allocations are very expensive on GPU. Use a buffer to solve: allocate once reuse later.
|
||||
struct BufferPSNR // Optimized CUDA versions
|
||||
{ // Data allocations are very expensive on CUDA. Use a buffer to solve: allocate once reuse later.
|
||||
cuda::GpuMat gI1, gI2, gs, t1,t2;
|
||||
|
||||
cuda::GpuMat buf;
|
||||
};
|
||||
double getPSNR_GPU_optimized(const Mat& I1, const Mat& I2, BufferPSNR& b);
|
||||
double getPSNR_CUDA_optimized(const Mat& I1, const Mat& I2, BufferPSNR& b);
|
||||
|
||||
struct BufferMSSIM // Optimized GPU versions
|
||||
{ // Data allocations are very expensive on GPU. Use a buffer to solve: allocate once reuse later.
|
||||
struct BufferMSSIM // Optimized CUDA versions
|
||||
{ // Data allocations are very expensive on CUDA. Use a buffer to solve: allocate once reuse later.
|
||||
cuda::GpuMat gI1, gI2, gs, t1,t2;
|
||||
|
||||
cuda::GpuMat I1_2, I2_2, I1_I2;
|
||||
@@ -44,13 +44,13 @@ struct BufferMSSIM // Optimized GPU versions
|
||||
|
||||
cuda::GpuMat buf;
|
||||
};
|
||||
Scalar getMSSIM_GPU_optimized( const Mat& i1, const Mat& i2, BufferMSSIM& b);
|
||||
Scalar getMSSIM_CUDA_optimized( const Mat& i1, const Mat& i2, BufferMSSIM& b);
|
||||
|
||||
static void help()
|
||||
{
|
||||
cout
|
||||
<< "\n--------------------------------------------------------------------------" << endl
|
||||
<< "This program shows how to port your CPU code to GPU or write that from scratch." << endl
|
||||
<< "This program shows how to port your CPU code to CUDA or write that from scratch." << endl
|
||||
<< "You can see the performance improvement for the similarity check methods (PSNR and SSIM)." << endl
|
||||
<< "Usage:" << endl
|
||||
<< "./gpu-basics-similarity referenceImage comparedImage numberOfTimesToRunTest(like 10)." << endl
|
||||
@@ -90,33 +90,33 @@ int main(int, char *argv[])
|
||||
cout << "Time of PSNR CPU (averaged for " << TIMES << " runs): " << time << " milliseconds."
|
||||
<< " With result of: " << result << endl;
|
||||
|
||||
//------------------------------- PSNR GPU ----------------------------------------------------
|
||||
//------------------------------- PSNR CUDA ----------------------------------------------------
|
||||
time = (double)getTickCount();
|
||||
|
||||
for (int i = 0; i < TIMES; ++i)
|
||||
result = getPSNR_GPU(I1,I2);
|
||||
result = getPSNR_CUDA(I1,I2);
|
||||
|
||||
time = 1000*((double)getTickCount() - time)/getTickFrequency();
|
||||
time /= TIMES;
|
||||
|
||||
cout << "Time of PSNR GPU (averaged for " << TIMES << " runs): " << time << " milliseconds."
|
||||
cout << "Time of PSNR CUDA (averaged for " << TIMES << " runs): " << time << " milliseconds."
|
||||
<< " With result of: " << result << endl;
|
||||
|
||||
//------------------------------- PSNR GPU Optimized--------------------------------------------
|
||||
//------------------------------- PSNR CUDA Optimized--------------------------------------------
|
||||
time = (double)getTickCount(); // Initial call
|
||||
result = getPSNR_GPU_optimized(I1, I2, bufferPSNR);
|
||||
result = getPSNR_CUDA_optimized(I1, I2, bufferPSNR);
|
||||
time = 1000*((double)getTickCount() - time)/getTickFrequency();
|
||||
cout << "Initial call GPU optimized: " << time <<" milliseconds."
|
||||
cout << "Initial call CUDA optimized: " << time <<" milliseconds."
|
||||
<< " With result of: " << result << endl;
|
||||
|
||||
time = (double)getTickCount();
|
||||
for (int i = 0; i < TIMES; ++i)
|
||||
result = getPSNR_GPU_optimized(I1, I2, bufferPSNR);
|
||||
result = getPSNR_CUDA_optimized(I1, I2, bufferPSNR);
|
||||
|
||||
time = 1000*((double)getTickCount() - time)/getTickFrequency();
|
||||
time /= TIMES;
|
||||
|
||||
cout << "Time of PSNR GPU OPTIMIZED ( / " << TIMES << " runs): " << time
|
||||
cout << "Time of PSNR CUDA OPTIMIZED ( / " << TIMES << " runs): " << time
|
||||
<< " milliseconds." << " With result of: " << result << endl << endl;
|
||||
|
||||
|
||||
@@ -133,34 +133,34 @@ int main(int, char *argv[])
|
||||
cout << "Time of MSSIM CPU (averaged for " << TIMES << " runs): " << time << " milliseconds."
|
||||
<< " With result of B" << x.val[0] << " G" << x.val[1] << " R" << x.val[2] << endl;
|
||||
|
||||
//------------------------------- SSIM GPU -----------------------------------------------------
|
||||
//------------------------------- SSIM CUDA -----------------------------------------------------
|
||||
time = (double)getTickCount();
|
||||
|
||||
for (int i = 0; i < TIMES; ++i)
|
||||
x = getMSSIM_GPU(I1,I2);
|
||||
x = getMSSIM_CUDA(I1,I2);
|
||||
|
||||
time = 1000*((double)getTickCount() - time)/getTickFrequency();
|
||||
time /= TIMES;
|
||||
|
||||
cout << "Time of MSSIM GPU (averaged for " << TIMES << " runs): " << time << " milliseconds."
|
||||
cout << "Time of MSSIM CUDA (averaged for " << TIMES << " runs): " << time << " milliseconds."
|
||||
<< " With result of B" << x.val[0] << " G" << x.val[1] << " R" << x.val[2] << endl;
|
||||
|
||||
//------------------------------- SSIM GPU Optimized--------------------------------------------
|
||||
//------------------------------- SSIM CUDA Optimized--------------------------------------------
|
||||
time = (double)getTickCount();
|
||||
x = getMSSIM_GPU_optimized(I1,I2, bufferMSSIM);
|
||||
x = getMSSIM_CUDA_optimized(I1,I2, bufferMSSIM);
|
||||
time = 1000*((double)getTickCount() - time)/getTickFrequency();
|
||||
cout << "Time of MSSIM GPU Initial Call " << time << " milliseconds."
|
||||
cout << "Time of MSSIM CUDA Initial Call " << time << " milliseconds."
|
||||
<< " With result of B" << x.val[0] << " G" << x.val[1] << " R" << x.val[2] << endl;
|
||||
|
||||
time = (double)getTickCount();
|
||||
|
||||
for (int i = 0; i < TIMES; ++i)
|
||||
x = getMSSIM_GPU_optimized(I1,I2, bufferMSSIM);
|
||||
x = getMSSIM_CUDA_optimized(I1,I2, bufferMSSIM);
|
||||
|
||||
time = 1000*((double)getTickCount() - time)/getTickFrequency();
|
||||
time /= TIMES;
|
||||
|
||||
cout << "Time of MSSIM GPU OPTIMIZED ( / " << TIMES << " runs): " << time << " milliseconds."
|
||||
cout << "Time of MSSIM CUDA OPTIMIZED ( / " << TIMES << " runs): " << time << " milliseconds."
|
||||
<< " With result of B" << x.val[0] << " G" << x.val[1] << " R" << x.val[2] << endl << endl;
|
||||
return 0;
|
||||
}
|
||||
@@ -189,7 +189,7 @@ double getPSNR(const Mat& I1, const Mat& I2)
|
||||
|
||||
|
||||
|
||||
double getPSNR_GPU_optimized(const Mat& I1, const Mat& I2, BufferPSNR& b)
|
||||
double getPSNR_CUDA_optimized(const Mat& I1, const Mat& I2, BufferPSNR& b)
|
||||
{
|
||||
b.gI1.upload(I1);
|
||||
b.gI2.upload(I2);
|
||||
@@ -212,7 +212,7 @@ double getPSNR_GPU_optimized(const Mat& I1, const Mat& I2, BufferPSNR& b)
|
||||
}
|
||||
}
|
||||
|
||||
double getPSNR_GPU(const Mat& I1, const Mat& I2)
|
||||
double getPSNR_CUDA(const Mat& I1, const Mat& I2)
|
||||
{
|
||||
cuda::GpuMat gI1, gI2, gs, t1,t2;
|
||||
|
||||
@@ -291,7 +291,7 @@ Scalar getMSSIM( const Mat& i1, const Mat& i2)
|
||||
return mssim;
|
||||
}
|
||||
|
||||
Scalar getMSSIM_GPU( const Mat& i1, const Mat& i2)
|
||||
Scalar getMSSIM_CUDA( const Mat& i1, const Mat& i2)
|
||||
{
|
||||
const float C1 = 6.5025f, C2 = 58.5225f;
|
||||
/***************************** INITS **********************************/
|
||||
@@ -360,7 +360,7 @@ Scalar getMSSIM_GPU( const Mat& i1, const Mat& i2)
|
||||
return mssim;
|
||||
}
|
||||
|
||||
Scalar getMSSIM_GPU_optimized( const Mat& i1, const Mat& i2, BufferMSSIM& b)
|
||||
Scalar getMSSIM_CUDA_optimized( const Mat& i1, const Mat& i2, BufferMSSIM& b)
|
||||
{
|
||||
const float C1 = 6.5025f, C2 = 58.5225f;
|
||||
/***************************** INITS **********************************/
|
||||
|
Reference in New Issue
Block a user