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November 28, 2019 20:00
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elasticc examples
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// Harris | |
block harris(clock<rising,126e6>, enable, unsigned<6>[3] input) => (unsigned<6>[3] output) { | |
/*convert image to greyscale*/ | |
stream2d<unsigned<6>, 7, 7, 1024> greyscale; | |
greyscale << ((input[0] + input[1] + input[2]) / 3); | |
/*obtain x and y derivatives*/ | |
/*signed<7>[5][5] mx = {{0, 1, 0, -1, 0}, | |
{2, 20, 0, -20, -2}, | |
{5, 55, 0, -55, -5}, | |
{2, 20, 0, -20, -2}, | |
{0, 1, 0, -1, 0}}; | |
signed<7>[5][5] my = {{0, 2, 5, 2, 0}, | |
{1, 20, 55, 20, 1}, | |
{0, 0, 0, 0, 0}, | |
{-1, -20, -55, -20, -1}, | |
{0, -2, -5, -2, 0}};*/ | |
signed<8>[7][7] mx = {{0, 1, 1, 0, -1 ,-1 ,0}, | |
{1, 6, 11, 0, -11, -6, -1}, | |
{4, 22, 41, 0, -41, -22, -4}, | |
{5, 34, 64, 0, -64, -34, -5}, | |
{4, 22, 41, 0, -41, -22, -4}, | |
{1, 6, 11, 0, -11, -6, -1}, | |
{0, 1, 1, 0, -1, -1, 0}}; | |
signed<8>[7][7] my = {{0, 1, 4, 5, 4, 1, 0}, | |
{1, 6, 22, 34, 22, 6, 1}, | |
{1, 11, 41, 64, 41, 11, 1}, | |
{0, 0, 0, 0, 0, 0, 0}, | |
{-1, -11, -41, -64, -41, -11, -1}, | |
{-1, -6, -22, -34, -22, -6, -1}, | |
{0, -1, -4, -5, -4, -1, 0}}; | |
signed<20> sx = 0; | |
signed<20> sy = 0; | |
int j, k; | |
for(j = 0; j != 7; j++) { | |
for(k = 0; k != 7; k++) { | |
sx += greyscale[j][k] * mx[j][k]; | |
sy += greyscale[j][k] * my[j][k]; | |
} | |
} | |
if(sx < 0) { | |
sx = 0-sx; | |
} | |
if(sy < 0) { | |
sy = 0-sy; | |
} | |
unsigned<6> Ix, Iy; | |
if(sx > 4095) { | |
Ix = 63; | |
} else { | |
Ix = sx >> 6; | |
} | |
if(sy > 4095) { | |
Iy = 63; | |
} else { | |
Iy = sy >> 6; | |
} | |
/*Obtain Ixx, Ixy and Iyy, then filter them with a 3x3 Gaussian filter kernel | |
to obtain Wxx, Wxy and Wyy*/ | |
stream2d<unsigned<6>, 3, 3, 1024> Ixx, Ixy, Iyy; | |
Ixx << ((Ix * Ix) >> 6); | |
Ixy << ((Ix * Iy) >> 6); | |
Iyy << ((Iy * Iy) >> 6); | |
unsigned<3>[3][3] mg = {{1, 2, 1}, | |
{2, 4, 2}, | |
{1, 2, 1}}; | |
unsigned<10> sum_Ixx = 0, sum_Ixy = 0, sum_Iyy = 0; | |
for(j = 0; j != 3; j++) { | |
for(k = 0; k != 3; k++) { | |
sum_Ixx += Ixx[j][k] * mg[j][k]; | |
sum_Ixy += Ixy[j][k] * mg[j][k]; | |
sum_Iyy += Iyy[j][k] * mg[j][k]; | |
} | |
} | |
unsigned<8> Wxx = (sum_Ixx >> 2), Wxy = (sum_Ixy >> 2), Wyy = (sum_Iyy >> 2); | |
/*The harris detection itself*/ | |
signed<17> Wdet = (Wxx*Wyy) - (Wxy*Wxy); | |
unsigned<12> Wdmag = Wdet; | |
if(Wdet < 0) { | |
Wdmag = 0 - Wdet; | |
} | |
unsigned<7> N = Wdmag >> 5; | |
unsigned<9> Wtr = Wxx + Wyy; | |
unsigned<15> Wtr2 = (Wtr * Wtr); | |
signed<16> R = Wdet - Wtr2 * 2; | |
unsigned<6> harris = R / 16; | |
if(R < 0) { | |
harris = 0; | |
} | |
if(R > 1023) { | |
harris = 63; | |
} | |
/*output harris value*/ | |
for(j = 0; j != 3; j++) { | |
output[j] = harris; | |
} | |
} | |
// Canny | |
#include "libelastic/convolution.h" | |
#include "libelastic/math.h" | |
#include "libelastic/pixel_types.h" | |
//arctan2, returning 0==0deg, 1==45deg, 2==90deg, 3==135deg | |
unsigned<2> atan2_rounded(signed<8> y, signed<8> x) { | |
unsigned<2> res = 0; | |
bool quad_2 = false; | |
if(x < 0) { | |
quad_2 = true; | |
x = 0 - x; | |
} | |
if(y < 0) { | |
quad_2 = ~quad_2; | |
y = 0 - y; | |
} | |
if(x >= (2 * y)) { | |
res = 0; | |
} else { | |
if(y >= (2 * x)) { | |
if(quad_2) { | |
res = 3; | |
} else { | |
res = 2; | |
} | |
} else { | |
res = 1; | |
} | |
} | |
return res; | |
} | |
bool should_suppress(unsigned<2>[3][3] angles, unsigned<8>[3][3] mags) { | |
bool is_valid; | |
if(angles[1][1] == 0) { | |
is_valid = ((mags[1][1] > mags[1][0]) && (mags[1][1] > mags[1][2])); | |
} else { | |
if(angles[1][1] == 1) { | |
is_valid = ((mags[1][1] > mags[0][2]) && (mags[1][1] > mags[2][0])); | |
} else { | |
if(angles[1][1] == 2) { | |
is_valid = ((mags[1][1] > mags[0][1]) && (mags[1][1] > mags[2][1])); | |
} else { | |
is_valid = ((mags[1][1] > mags[0][0]) && (mags[1][1] > mags[2][2])); | |
} | |
} | |
} | |
return !is_valid; | |
} | |
bool apply_hysteresis(unsigned<2>[3][3] thresholded) { | |
int i, j; | |
bool valid = false; | |
if(thresholded[1][1] >= 1) { | |
for(i = 0; i < 3; i++) { | |
for(j = 0; j < 3; j++) { | |
if(thresholded[i][j] == 2) { | |
valid = true; | |
} | |
} | |
} | |
} | |
return valid; | |
} | |
block canny_edge(clock<rising, 84e6>, enable, RGB666 input) => (RGB666 output) { | |
//this stream is used to delay the colour values | |
stream2d<unsigned<2>, 11, 11, 1024> colour; | |
if((input.R > (input.G + input.G / 2)) && (input.R > (input.B + input.B / 2)) && (input.R > 10)) { | |
colour << 1; | |
} else { | |
if((input.G > (input.R + input.R / 2)) && (input.G > (input.B + input.B / 2)) && (input.G > 10)) { | |
colour << 2; | |
} else { | |
if((input.B > (input.R + input.R / 2)) && (input.B > (input.G + input.G / 2)) && (input.B > 10)) { | |
colour << 3; | |
} else { | |
colour << 0; | |
} | |
} | |
} | |
stream2d<unsigned<6>, 5, 5, 1024> greyscale; | |
greyscale << to_greyscale(input); | |
stream2d<unsigned<6>, 3, 3, 1024> filtered; | |
filtered << (convolute_5x5(greyscale, gaussian_5x5) / 256); | |
signed<8> sobel_h = convolute_3x3(filtered, sobel_horizontal_3x3); | |
signed<8> sobel_v = convolute_3x3(filtered, sobel_vertical_3x3); | |
unsigned<2> theta = atan2_rounded(sobel_v, sobel_h); | |
unsigned<8> mag = (abs(sobel_v) + abs(sobel_h)); | |
stream2d<unsigned<2>, 3, 3, 1024> angles; | |
stream2d<unsigned<8>, 3, 3, 1024> mags; | |
angles << theta; | |
mags << mag; | |
unsigned<8> suppressed; | |
if(should_suppress(angles, mags)) { | |
suppressed = 0; | |
} else { | |
suppressed = mags[1][1]; | |
} | |
//0=N/A, 1=weak, 2=strong | |
stream2d<unsigned<2>, 3, 3, 1024> comp; | |
unsigned<8> weak = 10; | |
unsigned<8> strong = 15; | |
if(suppressed >= strong) { | |
comp << 2; | |
} else { | |
if(suppressed >= weak) { | |
comp << 1; | |
} else { | |
comp << 0; | |
} | |
} | |
bool hist = apply_hysteresis(comp); | |
from_monochrome(hist, output); //default to white | |
if((colour[7][7] == 1) || (colour[10][10] == 1)) { //red | |
output.G = 0; | |
output.B = 0; | |
} | |
if((colour[7][7] == 2) || (colour[10][10] == 2)) { | |
output.R = 0; | |
output.B = 0; | |
} | |
if((colour[7][7] == 3) || (colour[10][10] == 3)) { | |
output.R = 0; | |
output.G = 0; | |
} | |
} | |
// Debayering | |
#include "libelastic/pixel_types.h" | |
#include "libelastic/math.h" | |
block debayer(clock<rising, 212e6>, enable, register unsigned<12> x, register unsigned<12> y, | |
register bool hsync_in, register bool vsync_in, register bool disp_in, register unsigned<8> pixel_in) | |
=> (register RGB888 pixel_out, register bool hsync_out, | |
register bool vsync_out, register bool disp_out) { | |
stream2d<unsigned<8>, 3, 3, 4046> pixel_region; | |
pixel_region << pixel_in; | |
RGB888 pixel; | |
pixel.R = 0; | |
pixel.G = 0; | |
pixel.B = 0; | |
if((x & 0x01) == 1) { | |
if((y & 0x01) == 1) { | |
pixel.R = pixel_region[1][1]; | |
pixel.G = (pixel_region[0][1] + pixel_region[1][0] + pixel_region[1][2] + pixel_region[2][1]) / 4; | |
pixel.B = (pixel_region[0][0] + pixel_region[0][2] + pixel_region[2][0] + pixel_region[2][2]) / 4; | |
} else { | |
pixel.R = (pixel_region[0][1] + pixel_region[2][1]) / 2; | |
pixel.G = (pixel_region[1][1]); | |
pixel.B = (pixel_region[1][0] + pixel_region[1][2]) / 2; | |
} | |
} else { | |
if((y & 0x01) == 1) { | |
pixel.R = (pixel_region[1][0] + pixel_region[1][2]) / 2; | |
pixel.G = (pixel_region[1][1]); | |
pixel.B = (pixel_region[0][1] + pixel_region[2][1]) / 2; | |
} else { | |
pixel.R = (pixel_region[0][0] + pixel_region[0][2] + pixel_region[2][0] + pixel_region[2][2]) / 4; | |
pixel.G = (pixel_region[0][1] + pixel_region[1][0] + pixel_region[1][2] + pixel_region[2][1]) / 4; | |
pixel.B = pixel_region[1][1]; | |
} | |
} | |
pixel_out.R = clamp((pixel.R * 9) / 8, 255); | |
pixel_out.G = pixel.G; | |
pixel_out.B = clamp((pixel.B * 9) / 8, 255); | |
disp_out = disp_in; | |
hsync_out = hsync_in; | |
vsync_out = vsync_in; | |
}; |
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