310a1698
 Laila Saadatifard
update the ivote3...
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// this kernel calculates the vote value by adding up the gradient magnitudes of every voter that this pixel is located in their voting area
template<typename T>
__global__ void vote3(T* gpu_vote, T* gpu_grad, T phi, T cos_phi, int rx, int ry, int rz, int x, int y, int z) {
int xi = blockIdx.x * blockDim.x + threadIdx.x; //calculate x,y,z coordinates for this thread
int grid_y = y / blockDim.y; //find the grid size along y
int blockidx_y = blockIdx.y % grid_y;
int yi = blockidx_y * blockDim.y + threadIdx.y;
int zi = blockIdx.y / grid_y;
if (xi >= x || yi >= y || zi >= z) return;
int i = zi * x * y + yi * x + xi; // calculate the 1D index of the voter
float rx_sq = rx * rx; // compute the square for rmax
float ry_sq = ry * ry;
float rz_sq = rz * rz;
stim::vec3<float> g(gpu_grad[3 * i], gpu_grad[3 * i + 1], gpu_grad[3 * i + 2]); // form a vec3 variable for the gradient vector
stim::vec3<float> g_sph = g.cart2sph(); //convert cartesian coordinate to spherical for the gradient vector
float n = 8; //set the number of points to find the boundaries of the conical voting area
float xc = rx * cos(g_sph[1]) * sin(g_sph[2]); //calculate the center point of the surface of the voting area for the voter
float yc = ry * sin(g_sph[1]) * sin(g_sph[2]);
float zc = rz * cos(g_sph[2]);
float r = sqrt(xc*xc + yc*yc + zc*zc);
xc += xi;
yc += yi;
zc += zi;
stim::vec3<float> center(xc, yc, zc);
float d = 2 * r * tan(phi); //find the diameter of the conical voting area
stim::vec3<float> norm = g.norm(); //compute the normalize gradient vector
float step = 360.0 / n;
stim::circle<float> cir(center, d, norm);
stim::aabb3<int> bb(xi, yi, zi);
bb.insert((int)xc, (int)yc, (int)zc);
for (float j = 0; j <360.0; j += step) {
stim::vec3<float> out = cir.p(j);
bb.insert(out[0], out[1], out[2]);
}
bb.trim_low(xi - rx, yi - ry, zi - rz);
bb.trim_low(0, 0, 0);
bb.trim_high(xi + rx, yi + ry, zi + rz);
bb.trim_high(x - 1, y - 1, z - 1);
int bx, by, bz;
int dx, dy, dz;
float dx_sq, dy_sq, dz_sq;
float dist, cos_diff;
int idx_c;
for (bz = bb.low[2]; bz <= bb.high[2]; bz++) {
dz = bz - zi; //compute the distance bw the voter and the current counter along z axis
dz_sq = dz * dz;
for (by = bb.low[1]; by <= bb.high[1]; by++) {
dy = by - yi; //compute the distance bw the voter and the current counter along y axis
dy_sq = dy * dy;
for (bx = bb.low[0]; bx <= bb.high[0]; bx++) {
dx = bx - xi; //compute the distance bw the voter and the current counter along x axis
dx_sq = dx * dx;
dist = sqrt(dx_sq + dy_sq + dz_sq); //calculate the distance between the voter and the current counter
cos_diff = (norm[0] * dx + norm[1] * dy + norm[2] * dz) / dist; // calculate the cosine of angle between the voter and the current counter
if (((dx_sq / rx_sq + dy_sq / ry_sq + dz_sq / rz_sq) <= 1) && (cos_diff >= cos_phi)) { //check if the current counter located in the voting area of the voter
idx_c = (bz* y + by) * x + bx; //calculate the 1D index for the current counter
atomicAdd(&gpu_vote[idx_c], g_sph[0]);
}
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07e31b34
Laila Saadatifard
fix the bugs in i...
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dim3 threads((unsigned int)sqrt(max_threads), (unsigned int)sqrt(max_threads));
dim3 blocks((unsigned int)x / threads.x + 1, ((unsigned int)y / threads.y + 1) * (unsigned int)z);
vote3 <T> << < blocks, threads >> >(gpu_vote, gpu_grad, phi, cos_phi, (int)r[0], (int)r[1], (int)r[2], (int)x, (int)y, (int)z); //call the kernel to do the voting
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310a1698
Laila Saadatifard
update the ivote3...
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template<typename T>
void cpu_vote3(T* cpu_vote, T* cpu_grad, T cos_phi, unsigned int r[], unsigned int x, unsigned int y, unsigned int z) {
//calculate the number of bytes in the array
unsigned int bytes = x * y * z * sizeof(T);
//allocate space on the GPU for the Vote Image
T* gpu_vote;
cudaMalloc(&gpu_vote, bytes);
//allocate space on the GPU for the input Gradient image
T* gpu_grad;
cudaMalloc(&gpu_grad, bytes * 3);
//copy the Gradient data to the GPU
cudaMemcpy(gpu_grad, cpu_grad, bytes * 3, cudaMemcpyHostToDevice);
//call the GPU version of the vote calculation function
gpu_vote3<T>(gpu_vote, gpu_grad, cos_phi, r, x, y, z);
//copy the Vote Data back to the CPU
cudaMemcpy(cpu_vote, gpu_vote, bytes, cudaMemcpyDeviceToHost);
//free allocated memory
cudaFree(gpu_vote);
cudaFree(gpu_grad);
}
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