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implemented Malvar, He, and Cutler Bayer Demosaicing on gpu

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Vladislav Vinogradov
2013-03-13 14:54:06 +04:00
parent 1d3219747a
commit 4a237af814
5 changed files with 466 additions and 8 deletions
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160
modules/gpu/src/cuda/debayer.cu
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@@ -47,6 +47,7 @@
#include "opencv2/gpu/device/vec_math.hpp"
#include "opencv2/gpu/device/limits.hpp"
#include "opencv2/gpu/device/color.hpp"
#include "opencv2/gpu/device/saturate_cast.hpp"
namespace cv { namespace gpu { namespace device
{
@@ -379,6 +380,165 @@ namespace cv { namespace gpu { namespace device
template void Bayer2BGR_16u_gpu<1>(PtrStepSzb src, PtrStepSzb dst, bool blue_last, bool start_with_green, cudaStream_t stream);
template void Bayer2BGR_16u_gpu<3>(PtrStepSzb src, PtrStepSzb dst, bool blue_last, bool start_with_green, cudaStream_t stream);
template void Bayer2BGR_16u_gpu<4>(PtrStepSzb src, PtrStepSzb dst, bool blue_last, bool start_with_green, cudaStream_t stream);
//////////////////////////////////////////////////////////////
// Bayer Demosaicing (Malvar, He, and Cutler)
//
// by Morgan McGuire, Williams College
// http://graphics.cs.williams.edu/papers/BayerJGT09/#shaders
//
// ported to CUDA
texture<uchar, cudaTextureType2D, cudaReadModeElementType> sourceTex(false, cudaFilterModePoint, cudaAddressModeClamp);
template <typename DstType>
__global__ void MHCdemosaic(PtrStepSz<DstType> dst, const int2 sourceOffset, const int2 firstRed)
{
const float kAx = -1.0f / 8.0f, kAy = -1.5f / 8.0f, kAz = 0.5f / 8.0f /*kAw = -1.0f / 8.0f*/;
const float kBx = 2.0f / 8.0f, /*kBy = 0.0f / 8.0f,*/ /*kBz = 0.0f / 8.0f,*/ kBw = 4.0f / 8.0f ;
const float kCx = 4.0f / 8.0f, kCy = 6.0f / 8.0f, kCz = 5.0f / 8.0f /*kCw = 5.0f / 8.0f*/;
const float /*kDx = 0.0f / 8.0f,*/ kDy = 2.0f / 8.0f, kDz = -1.0f / 8.0f /*kDw = -1.0f / 8.0f*/;
const float kEx = -1.0f / 8.0f, kEy = -1.5f / 8.0f, /*kEz = -1.0f / 8.0f,*/ kEw = 0.5f / 8.0f ;
const float kFx = 2.0f / 8.0f, /*kFy = 0.0f / 8.0f,*/ kFz = 4.0f / 8.0f /*kFw = 0.0f / 8.0f*/;
const int x = blockIdx.x * blockDim.x + threadIdx.x;
const int y = blockIdx.y * blockDim.y + threadIdx.y;
if (x == 0 || x >= dst.cols - 1 || y == 0 || y >= dst.rows - 1)
return;
int2 center;
center.x = x + sourceOffset.x;
center.y = y + sourceOffset.y;
int4 xCoord;
xCoord.x = center.x - 2;
xCoord.y = center.x - 1;
xCoord.z = center.x + 1;
xCoord.w = center.x + 2;
int4 yCoord;
yCoord.x = center.y - 2;
yCoord.y = center.y - 1;
yCoord.z = center.y + 1;
yCoord.w = center.y + 2;
float C = tex2D(sourceTex, center.x, center.y); // ( 0, 0)
float4 Dvec;
Dvec.x = tex2D(sourceTex, xCoord.y, yCoord.y); // (-1,-1)
Dvec.y = tex2D(sourceTex, xCoord.y, yCoord.z); // (-1, 1)
Dvec.z = tex2D(sourceTex, xCoord.z, yCoord.y); // ( 1,-1)
Dvec.w = tex2D(sourceTex, xCoord.z, yCoord.z); // ( 1, 1)
float4 value;
value.x = tex2D(sourceTex, center.x, yCoord.x); // ( 0,-2) A0
value.y = tex2D(sourceTex, center.x, yCoord.y); // ( 0,-1) B0
value.z = tex2D(sourceTex, xCoord.x, center.y); // (-2, 0) E0
value.w = tex2D(sourceTex, xCoord.y, center.y); // (-1, 0) F0
// (A0 + A1), (B0 + B1), (E0 + E1), (F0 + F1)
value.x += tex2D(sourceTex, center.x, yCoord.w); // ( 0, 2) A1
value.y += tex2D(sourceTex, center.x, yCoord.z); // ( 0, 1) B1
value.z += tex2D(sourceTex, xCoord.w, center.y); // ( 2, 0) E1
value.w += tex2D(sourceTex, xCoord.z, center.y); // ( 1, 0) F1
float4 PATTERN;
PATTERN.x = kCx * C;
PATTERN.y = kCy * C;
PATTERN.z = kCz * C;
PATTERN.w = PATTERN.z;
float D = Dvec.x + Dvec.y + Dvec.z + Dvec.w;
// There are five filter patterns (identity, cross, checker,
// theta, phi). Precompute the terms from all of them and then
// use swizzles to assign to color channels.
//
// Channel Matches
// x cross (e.g., EE G)
// y checker (e.g., EE B)
// z theta (e.g., EO R)
// w phi (e.g., EO B)
#define A value.x // A0 + A1
#define B value.y // B0 + B1
#define E value.z // E0 + E1
#define F value.w // F0 + F1
float3 temp;
// PATTERN.yzw += (kD.yz * D).xyy;
temp.x = kDy * D;
temp.y = kDz * D;
PATTERN.y += temp.x;
PATTERN.z += temp.y;
PATTERN.w += temp.y;
// PATTERN += (kA.xyz * A).xyzx;
temp.x = kAx * A;
temp.y = kAy * A;
temp.z = kAz * A;
PATTERN.x += temp.x;
PATTERN.y += temp.y;
PATTERN.z += temp.z;
PATTERN.w += temp.x;
// PATTERN += (kE.xyw * E).xyxz;
temp.x = kEx * E;
temp.y = kEy * E;
temp.z = kEw * E;
PATTERN.x += temp.x;
PATTERN.y += temp.y;
PATTERN.z += temp.x;
PATTERN.w += temp.z;
// PATTERN.xw += kB.xw * B;
PATTERN.x += kBx * B;
PATTERN.w += kBw * B;
// PATTERN.xz += kF.xz * F;
PATTERN.x += kFx * F;
PATTERN.z += kFz * F;
// Determine which of four types of pixels we are on.
int2 alternate;
alternate.x = (x + firstRed.x) % 2;
alternate.y = (y + firstRed.y) % 2;
// in BGR sequence;
uchar3 pixelColor =
(alternate.y == 0) ?
((alternate.x == 0) ?
make_uchar3(saturate_cast<uchar>(PATTERN.y), saturate_cast<uchar>(PATTERN.x), saturate_cast<uchar>(C)) :
make_uchar3(saturate_cast<uchar>(PATTERN.w), saturate_cast<uchar>(C), saturate_cast<uchar>(PATTERN.z))) :
((alternate.x == 0) ?
make_uchar3(saturate_cast<uchar>(PATTERN.z), saturate_cast<uchar>(C), saturate_cast<uchar>(PATTERN.w)) :
make_uchar3(saturate_cast<uchar>(C), saturate_cast<uchar>(PATTERN.x), saturate_cast<uchar>(PATTERN.y)));
dst(y, x) = toDst<DstType>(pixelColor);
}
template <int cn>
void MHCdemosaic(PtrStepSzb src, int2 sourceOffset, PtrStepSzb dst, int2 firstRed, cudaStream_t stream)
{
typedef typename TypeVec<uchar, cn>::vec_type dst_t;
const dim3 block(32, 8);
const dim3 grid(divUp(src.cols, block.x), divUp(src.rows, block.y));
bindTexture(&sourceTex, src);
MHCdemosaic<dst_t><<<grid, block, 0, stream>>>((PtrStepSz<dst_t>)dst, sourceOffset, firstRed);
cudaSafeCall( cudaGetLastError() );
if (stream == 0)
cudaSafeCall( cudaDeviceSynchronize() );
}
template void MHCdemosaic<1>(PtrStepSzb src, int2 sourceOffset, PtrStepSzb dst, int2 firstRed, cudaStream_t stream);
template void MHCdemosaic<3>(PtrStepSzb src, int2 sourceOffset, PtrStepSzb dst, int2 firstRed, cudaStream_t stream);
template void MHCdemosaic<4>(PtrStepSzb src, int2 sourceOffset, PtrStepSzb dst, int2 firstRed, cudaStream_t stream);
}}}
#endif /* CUDA_DISABLER */