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opencl kernel

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VahdPourAmin
2021-07-24 08:03:06 +02:00
parent 0825f6a328
commit 348f55ef44
2 changed files with 159 additions and 6 deletions
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.idea/misc.xml
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+1 -1
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@@ -1,6 +1,6 @@
<?xml version="1.0" encoding="UTF-8"?>
<project version="4">
<component name="CMakeWorkspace" PROJECT_DIR="$PROJECT_DIR$/GPU_version/svo">
<component name="CMakeWorkspace" PROJECT_DIR="$PROJECT_DIR$/GPU_version/vio">
<contentRoot DIR="$PROJECT_DIR$" />
</component>
</project>
GPU_version/vio/kernel/compute-residual.cl
+157 -4
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@@ -24,6 +24,50 @@ double3 xyz_cur(double cur_x,double cur_z,double cur_pitch,double ref_x,double r
-1.0*sc_cs*ref_feature.x())+cc_ss*ref_feature.z()+cur_z+ref_x*sin(cur_pitch)-ref_z*cos(cur_pitch));
}
double3 xyz_ref(double fts_pos_x,double fts_pos_y,double fts_pos_z,double ref_x,double ref_y,double ref_z)
{
double x = sqrt(pow((fts_pos_x - ref_x), 2));
double y = sqrt(pow((fts_pos_y - ref_y), 2));
double z = sqrt(pow((fts_pos_z - ref_z), 2));
return double3(x, y, z);
}
void jacobian_xyz2uv(double3& xyz_in_f, double6& J)
{
double x = xyz_in_f[0];
double y = xyz_in_f[1];
double z_inv = 1. / xyz_in_f[2];
double z_inv_2 = z_inv * z_inv;
J[0] = -z_inv; // -1/z
J[1] = x * z_inv_2; // x/z^2
J[2] = -(1.0 + pow(x,2) / z_inv_2); // -(1.0 + x^2/z^2)
J[3] = 1e-19; // 0
J[4] = y * z_inv_2; // y/z^2
J[5] = -x * y / z_inv_2; // -x*y/z^2
}
void compute_hessain(double3& j, double9& H, double w)
{
H[0] += j[0] * j[0] * w;
H[1] += j[0] * j[1] * w;
H[2] += j[0] * j[2] * w;
H[3] += j[1] * j[0] * w;
H[4] += j[1] * j[1] * w;
H[5] += j[1] * j[2] * w;
H[6] += j[2] * j[0] * w;
H[7] += j[2] * j[1] * w;
H[8] += j[2] * j[2] * w;
}
void compute_Jacobian(double3& j, double& Jacobian, double r, double w)
{
Jacobian[0] -= j[0] * r * w;
Jacobian[1] -= j[1] * r * w;
Jacobian[2] -= j[2] * r * w;
}
__kernel void compute-residual(
__read_only image2d_t image_cur, // current frame
__read_only image2d_t image_ref, // reference frame
@@ -37,14 +81,123 @@ __kernel void compute-residual(
double * Jacobian,
double * chi
) {
static const int PATCH_SIZE = 4;
static const int PATCH_HALFSIZE = 2;
static const int PATCH_AREA_ = PATCH_SIZE * PATCH_SIZE;
int border = PATCH_HALFSIZE + 1;
int stride = get_image_dim(image_cur)[0]; //width, height
double scale = pow(2, (-1.0 * level));
double focal_length = camera_model[0];
size_t feature_counter = 0;
double chi2 = 0.0;
int n_meas_ = 0;
// Prepare a suitable OpenCL image sampler.
sampler_t const sampler = CLK_ADDRESS_CLAMP | CLK_FILTER_NEAREST;
// Use global work feature.
int const f = get_global_id(0);
ref_feature[f].x;
ref_feature[f].y;
ref_feature[f].z;
PATCH_SIZE;
//ref_feature[f].x;
//ref_feature[f].y;
//ref_feature[f].z;
double u_ref = ref_feature[f].x * scale; //?????? ref_feature[f].x
double v_ref = ref_feature[f].y * scale; //?????? ref_feature[f].y
int u_ref_i = floor(u_ref);
int v_ref_i = floor(v_ref);
// if(ref_feature[f]->point == NULL || u_ref_i - border < 0 || v_ref_i - border < 0 || //??????? ref_feature[f]->point
if(u_ref_i - border < 0 || v_ref_i - border < 0 ||
u_ref_i + border >= get_image_dim(image_ref)[0] || v_ref_i + border >= get_image_dim(image_ref)[1])
return;
xyz_reference = xyz_ref(ref_feature[f][0], ref_feature[f][1], ref_feature[f][2], ref_pose.x, ref_pose.y, ref_pose.z); // ref_pose.y ????
// evaluate projection jacobian
double6 frame_jac; //2X3
jacobian_xyz2uv(xyz_reference, frame_jac);
double subpix_u_ref = u_ref - u_ref_i;
double subpix_v_ref = v_ref - v_ref_i;
double w_ref_tl = (1.0 - subpix_u_ref) * (1.0 - subpix_v_ref);
double w_ref_tr = subpix_u_ref * (1.0 - subpix_v_ref);
double w_ref_bl = (1.0 - subpix_u_ref) * subpix_v_ref;
double w_ref_br = subpix_u_ref * subpix_v_ref;
size_t pixel_counter = 0;
/// compute residual ...
double3 xyz_current = xyz_cur(cur_pose.x, cur_pose.z, cur_pose.pitch, ref_pose.x ,ref_pose.z ,ref_pose.pitch, ref_feature[f]);
double2 uv_cur_pyr = world2cam(camera_model[0], camera_model[1], camera_model[2], camera_model[3], camera_model[4],
xyz_current[0], xyz_current[1], xyz_current[2]) * scale;
double u_cur = uv_cur_pyr[0];
double v_cur = uv_cur_pyr[1];
int u_cur_i = floor(u_cur);
int v_cur_i = floor(v_cur);
// check if projection is within the image
if(u_cur_i < 0 || v_cur_i < 0 || u_cur_i - border < 0 || v_cur_i - border < 0 ||
u_cur_i + border >= get_image_dim(image_cur)[0] || v_cur_i + border >= get_image_dim(image_cur)[0])
return;
// compute bilateral interpolation weights for the current image
double subpix_u_cur = u_cur - u_cur_i;
double subpix_v_cur = v_cur - v_cur_i;
double w_cur_tl = (1.0 - subpix_u_cur) * (1.0 - subpix_v_cur);
double w_cur_tr = subpix_u_cur * (1.0 - subpix_v_cur);
double w_cur_bl = (1.0 - subpix_u_cur) * subpix_v_cur;
double w_cur_br = subpix_u_cur * subpix_v_cur;
/// TODO - check & implementation
// float* ref_patch_cache_ptr = reinterpret_cast<float*>(ref_patch_cache_.data) + patch_area_*feature_counter;
/// ... compute residual
// float* cache_ptr = reinterpret_cast<float*>(ref_patch_cache_.data) + patch_area_*feature_counter;
for(int y = 0; y < PATCH_SIZE; ++y)
{
/// TODO - check & implementation
// uint8_t* ref_img_ptr = (uint8_t*) ref_img.data + (v_ref_i+y-patch_halfsize_)*stride + (u_ref_i-patch_halfsize_);
// uint8_t* cur_img_ptr = (uint8_t*) image_cur.data + (v_cur_i + y - patch_halfsize_) * stride + (u_cur_i - patch_halfsize_);
// for(int x = 0; x < PATCH_SIZE; ++x, ++pixel_counter, ++ref_img_ptr, ++cache_ptr)
// for(int x = 0; x < PATCH_SIZE; ++x, ++pixel_counter, ++cur_img_ptr, ++ref_patch_cache_ptr)
for(int x = 0; x < PATCH_SIZE; ++x, ++pixel_counter, ++ref_img_ptr, ++cur_img_ptr)
{
/// TODO - check & implementation
// precompute interpolated reference patch color
// *cache_ptr = w_ref_tl*ref_img_ptr[0] + w_ref_tr*ref_img_ptr[1] + w_ref_bl*ref_img_ptr[stride] + w_ref_br*ref_img_ptr[stride+1];
// we use the inverse compositional: thereby we can take the gradient always at the same position
// get gradient of warped image (~gradient at warped position)
double dx = 0.5f * ((w_ref_tl * ref_img_ptr[1] + w_ref_tr * ref_img_ptr[2] + w_ref_bl * ref_img_ptr[stride+1] + w_ref_br * ref_img_ptr[stride+2])
-(w_ref_tl * ref_img_ptr[-1] + w_ref_tr * ref_img_ptr[0] + w_ref_bl * ref_img_ptr[stride-1] + w_ref_br * ref_img_ptr[stride]));
double dy = 0.5f * ((w_ref_tl * ref_img_ptr[stride] + w_ref_tr * ref_img_ptr[1+stride] + w_ref_bl * ref_img_ptr[stride*2] + w_ref_br * ref_img_ptr[stride*2+1])
-(w_ref_tl * ref_img_ptr[-stride] + w_ref_tr * ref_img_ptr[1-stride] + w_ref_bl * ref_img_ptr[0] + w_ref_br * ref_img_ptr[1]));
// compute residual
/// TODO - check & implementation
// double intensity_cur = w_cur_tl * cur_img_ptr[0] + w_cur_tr * cur_img_ptr[1] + w_cur_bl * cur_img_ptr[stride] + w_cur_br * cur_img_ptr[stride+1];
double res = intensity_cur - (ref_patch_cache_ptr[x]);
// used to compute scale for robust cost
if(compute_weight_scale)
errors[(y * PATCH_SIZE) + x] = fabs(res)
// robustification
double weight = 2.0;
// if(use_weights_) { // use_weights_ dafault value is false
// weight = weight_function_->value(res/scale_);
// }
chi2 += res * res * weight;
n_meas_++;
// if(linearize_system)
// {
// compute Jacobian, weighted Hessian and weighted "steepest descend images" (times error)
double3 j_row0 = double3(dx * frame_jac[0], dx * frame_jac[1], dx * frame_jac[2])
double3 j_row1 = double3(dy * frame_jac[3], dy * frame_jac[4], dy * frame_jac[5])
double3 J(j_row0 + j_row1) * (focal_length / scale);
compute_hessain(j, Hessian, weight); // H_.noalias() += J * J.transpose() * weight;
compute_Jacobian(j, Jacobian, res, weight) // Jres_.noalias() -= J * res * weight;
// }
chi = chi2 / n_meas_;
feature_counter++;
}
}
}