nopenpilot/selfdrive/camerad/cameras/real_debayer.cl

208 lines
6.2 KiB
Common Lisp

#pragma OPENCL EXTENSION cl_khr_fp16 : enable
const half black_level = 42.0;
const __constant half3 color_correction[3] = {
// post wb CCM
(half3)(1.82717181, -0.31231438, 0.07307673),
(half3)(-0.5743977, 1.36858544, -0.53183455),
(half3)(-0.25277411, -0.05627105, 1.45875782),
};
// tone mapping params
const half cpk = 0.75;
const half cpb = 0.125;
const half cpxk = 0.0025;
const half cpxb = 0.01;
half mf(half x, half cp) {
half rk = 9 - 100*cp;
if (x > cp) {
return (rk * (x-cp) * (1-(cpk*cp+cpb)) * (1+1/(rk*(1-cp))) / (1+rk*(x-cp))) + cpk*cp + cpb;
} else if (x < cp) {
return (rk * (x-cp) * (cpk*cp+cpb) * (1+1/(rk*cp)) / (1-rk*(x-cp))) + cpk*cp + cpb;
} else {
return x;
}
}
half3 color_correct(half3 rgb) {
half3 ret = (0,0,0);
half cpx = 0.01;
ret += (half)rgb.x * color_correction[0];
ret += (half)rgb.y * color_correction[1];
ret += (half)rgb.z * color_correction[2];
ret.x = mf(ret.x, cpx);
ret.y = mf(ret.y, cpx);
ret.z = mf(ret.z, cpx);
ret = clamp(0.0h, 255.0h, ret*255.0h);
return ret;
}
half val_from_10(const uchar * source, int gx, int gy) {
// parse 12bit
int start = gy * FRAME_STRIDE + (3 * (gx / 2));
int offset = gx % 2;
uint major = (uint)source[start + offset] << 4;
uint minor = (source[start + 2] >> (4 * offset)) & 0xf;
half pv = (half)((major + minor)/4);
// normalize
pv = max(0.0h, pv - black_level);
pv *= 0.00101833h; // /= (1024.0f - black_level);
// correct vignetting
if (CAM_NUM == 1) { // fcamera
gx = (gx - RGB_WIDTH/2);
gy = (gy - RGB_HEIGHT/2);
float r = gx*gx + gy*gy;
half s;
if (r < 62500) {
s = (half)(1.0f + 0.0000008f*r);
} else if (r < 490000) {
s = (half)(0.9625f + 0.0000014f*r);
} else if (r < 1102500) {
s = (half)(1.26434f + 0.0000000000016f*r*r);
} else {
s = (half)(0.53503625f + 0.0000000000022f*r*r);
}
pv = s * pv;
}
pv = clamp(0.0h, 1.0h, pv);
return pv;
}
half fabs_diff(half x, half y) {
return fabs(x-y);
}
half phi(half x) {
// detection funtion
return 2 - x;
// if (x > 1) {
// return 1 / x;
// } else {
// return 2 - x;
// }
}
__kernel void debayer10(const __global uchar * in,
__global uchar * out,
__local half * cached
)
{
const int x_global = get_global_id(0);
const int y_global = get_global_id(1);
const int localRowLen = 2 + get_local_size(0); // 2 padding
const int x_local = get_local_id(0); // 0-15
const int y_local = get_local_id(1); // 0-15
const int localOffset = (y_local + 1) * localRowLen + x_local + 1; // max 18x18-1
int out_idx = 3 * x_global + 3 * y_global * RGB_WIDTH;
half pv = val_from_10(in, x_global, y_global);
cached[localOffset] = pv;
// don't care
if (x_global < 1 || x_global >= RGB_WIDTH - 1 || y_global < 1 || y_global >= RGB_HEIGHT - 1) {
return;
}
// cache padding
int localColOffset = -1;
int globalColOffset = -1;
// cache padding
if (x_local < 1) {
localColOffset = x_local;
globalColOffset = -1;
cached[(y_local + 1) * localRowLen + x_local] = val_from_10(in, x_global-1, y_global);
} else if (x_local >= get_local_size(0) - 1) {
localColOffset = x_local + 2;
globalColOffset = 1;
cached[localOffset + 1] = val_from_10(in, x_global+1, y_global);
}
if (y_local < 1) {
cached[y_local * localRowLen + x_local + 1] = val_from_10(in, x_global, y_global-1);
if (localColOffset != -1) {
cached[y_local * localRowLen + localColOffset] = val_from_10(in, x_global+globalColOffset, y_global-1);
}
} else if (y_local >= get_local_size(1) - 1) {
cached[(y_local + 2) * localRowLen + x_local + 1] = val_from_10(in, x_global, y_global+1);
if (localColOffset != -1) {
cached[(y_local + 2) * localRowLen + localColOffset] = val_from_10(in, x_global+globalColOffset, y_global+1);
}
}
// sync
barrier(CLK_LOCAL_MEM_FENCE);
half d1 = cached[localOffset - localRowLen - 1];
half d2 = cached[localOffset - localRowLen + 1];
half d3 = cached[localOffset + localRowLen - 1];
half d4 = cached[localOffset + localRowLen + 1];
half n1 = cached[localOffset - localRowLen];
half n2 = cached[localOffset + 1];
half n3 = cached[localOffset + localRowLen];
half n4 = cached[localOffset - 1];
half3 rgb;
// a simplified version of https://opensignalprocessingjournal.com/contents/volumes/V6/TOSIGPJ-6-1/TOSIGPJ-6-1.pdf
if (x_global % 2 == 0) {
if (y_global % 2 == 0) {
rgb.y = pv; // G1(R)
half k1 = phi(fabs_diff(d1, pv) + fabs_diff(d2, pv));
half k2 = phi(fabs_diff(d2, pv) + fabs_diff(d4, pv));
half k3 = phi(fabs_diff(d3, pv) + fabs_diff(d4, pv));
half k4 = phi(fabs_diff(d1, pv) + fabs_diff(d3, pv));
// R_G1
rgb.x = (k2*n2+k4*n4)/(k2+k4);
// B_G1
rgb.z = (k1*n1+k3*n3)/(k1+k3);
} else {
rgb.z = pv; // B
half k1 = phi(fabs_diff(d1, d3) + fabs_diff(d2, d4));
half k2 = phi(fabs_diff(n1, n4) + fabs_diff(n2, n3));
half k3 = phi(fabs_diff(d1, d2) + fabs_diff(d3, d4));
half k4 = phi(fabs_diff(n1, n2) + fabs_diff(n3, n4));
// G_B
rgb.y = (k1*(n1+n3)*0.5+k3*(n2+n4)*0.5)/(k1+k3);
// R_B
rgb.x = (k2*(d2+d3)*0.5+k4*(d1+d4)*0.5)/(k2+k4);
}
} else {
if (y_global % 2 == 0) {
rgb.x = pv; // R
half k1 = phi(fabs_diff(d1, d3) + fabs_diff(d2, d4));
half k2 = phi(fabs_diff(n1, n4) + fabs_diff(n2, n3));
half k3 = phi(fabs_diff(d1, d2) + fabs_diff(d3, d4));
half k4 = phi(fabs_diff(n1, n2) + fabs_diff(n3, n4));
// G_R
rgb.y = (k1*(n1+n3)*0.5+k3*(n2+n4)*0.5)/(k1+k3);
// B_R
rgb.z = (k2*(d2+d3)*0.5+k4*(d1+d4)*0.5)/(k2+k4);
} else {
rgb.y = pv; // G2(B)
half k1 = phi(fabs_diff(d1, pv) + fabs_diff(d2, pv));
half k2 = phi(fabs_diff(d2, pv) + fabs_diff(d4, pv));
half k3 = phi(fabs_diff(d3, pv) + fabs_diff(d4, pv));
half k4 = phi(fabs_diff(d1, pv) + fabs_diff(d3, pv));
// R_G2
rgb.x = (k1*n1+k3*n3)/(k1+k3);
// B_G2
rgb.z = (k2*n2+k4*n4)/(k2+k4);
}
}
rgb = clamp(0.0h, 1.0h, rgb);
rgb = color_correct(rgb);
out[out_idx + 0] = (uchar)(rgb.z);
out[out_idx + 1] = (uchar)(rgb.y);
out[out_idx + 2] = (uchar)(rgb.x);
}