/* * libpipi Proper image processing implementation library * Copyright (c) 2004-2008 Sam Hocevar * All Rights Reserved * * $Id$ * * This library is free software. It comes without any warranty, to * the extent permitted by applicable law. You can redistribute it * and/or modify it under the terms of the Do What The Fuck You Want * To Public License, Version 2, as published by Sam Hocevar. See * http://sam.zoy.org/wtfpl/COPYING for more details. */ /* * reduce.c: palette reduction routines */ #include "config.h" #include "common.h" #include #include #include #include #include #define R 0 #define G 1 #define B 2 #define X 3 #define Y 4 #define A 5 //#define debug printf #define debug(...) /* */ #define BRIGHT(x) (0.299*(x)[0] + 0.587*(x)[1] + 0.114*(x)[2]) #define MAXCOLORS 16 #define STEPS 1024 #define EPSILON (0.000001) typedef struct { double pts[STEPS + 1][MAXCOLORS * (MAXCOLORS - 1) / 2][6]; int hullsize[STEPS + 1]; double bary[STEPS + 1][3]; } hull_t; static double const y[3] = { .299, .587, .114 }; static double u[3], v[3]; static int ylen; /* * Find two base vectors for the chrominance planes. */ static void init_uv(void) { double tmp; ylen = sqrt(y[R] * y[R] + y[G] * y[G] + y[B] * y[B]); u[R] = y[1]; u[G] = -y[0]; u[B] = 0; tmp = sqrt(u[R] * u[R] + u[G] * u[G] + u[B] * u[B]); u[R] /= tmp; u[G] /= tmp; u[B] /= tmp; v[R] = y[G] * u[B] - y[B] * u[G]; v[G] = y[B] * u[R] - y[R] * u[B]; v[B] = y[R] * u[G] - y[G] * u[R]; tmp = sqrt(v[R] * v[R] + v[G] * v[G] + v[B] * v[B]); v[R] /= tmp; v[G] /= tmp; v[B] /= tmp; } /* * Compute the convex hull of a given palette. */ static hull_t *compute_hull(int ncolors, double const *palette) { hull_t *ret = malloc(sizeof(hull_t)); double tmp; int i, j; debug("\n### NEW HULL ###\n\n"); debug("Analysing %i colors\n", ncolors); double pal[ncolors][3]; for(i = 0; i < ncolors; i++) { pal[i][R] = palette[i * 3]; pal[i][G] = palette[i * 3 + 1]; pal[i][B] = palette[i * 3 + 2]; debug(" [%i] (%g,%g,%g)\n", i, pal[i][R], pal[i][G], pal[i][B]); } /* * 1. Find the darkest and lightest colours */ double *dark = NULL, *light = NULL; double min = 1.0, max = 0.0; for(i = 0; i < ncolors; i++) { double p = BRIGHT(pal[i]); if(p < min) { dark = pal[i]; min = p; } if(p > max) { light = pal[i]; max = p; } } double gray[3]; gray[R] = light[R] - dark[R]; gray[G] = light[G] - dark[G]; gray[B] = light[B] - dark[B]; debug(" gray axis (%g,%g,%g) - (%g,%g,%g)\n", dark[R], dark[G], dark[B], light[R], light[G], light[B]); /* * 3. Browse the grey axis and do stuff */ int n; for(n = 0; n <= STEPS; n++) { double pts[ncolors * (ncolors - 1) / 2][5]; double ptmp[5]; #define SWAP(p1,p2) do { memcpy(ptmp, p1, sizeof(ptmp)); \ memcpy(p1, p2, sizeof(ptmp)); \ memcpy(p2, ptmp, sizeof(ptmp)); } while(0) double t = n * 1.0 / STEPS; int npts = 0; debug("Slice %i/%i\n", n, STEPS); double p0[3]; p0[R] = dark[R] + t * gray[R]; p0[G] = dark[G] + t * gray[G]; p0[B] = dark[B] + t * gray[B]; debug(" 3D gray (%g,%g,%g)\n", p0[R], p0[G], p0[B]); /* * 3.1. Find all edges that intersect the t.y + (u,v) plane */ for(i = 0; i < ncolors; i++) { double k1[3]; k1[R] = pal[i][R] - p0[R]; k1[G] = pal[i][G] - p0[G]; k1[B] = pal[i][B] - p0[B]; tmp = sqrt(k1[R] * k1[R] + k1[G] * k1[G] + k1[B] * k1[B]); /* If k1.y > t.y.y, we don't want this point */ double yk1 = y[R] * k1[R] + y[G] * k1[G] + y[B] * k1[B]; if(yk1 > t * ylen * ylen + EPSILON) continue; for(j = 0; j < ncolors; j++) { if(i == j) continue; double k2[3]; k2[R] = pal[j][R] - p0[R]; k2[G] = pal[j][G] - p0[G]; k2[B] = pal[j][B] - p0[B]; tmp = sqrt(k2[R] * k2[R] + k2[G] * k2[G] + k2[B] * k2[B]); /* If k2.y < t.y.y, we don't want this point */ double yk2 = y[R] * k2[R] + y[G] * k2[G] + y[B] * k2[B]; if(yk2 < t * ylen * ylen - EPSILON) continue; if(yk2 < yk1) continue; double s = yk1 == yk2 ? 0.5 : (t * ylen * ylen - yk1) / (yk2 - yk1); pts[npts][R] = p0[R] + k1[R] + s * (k2[R] - k1[R]); pts[npts][G] = p0[G] + k1[G] + s * (k2[G] - k1[G]); pts[npts][B] = p0[B] + k1[B] + s * (k2[B] - k1[B]); npts++; } } /* * 3.2. Find the barycentre of these points' convex hull. We use * the Graham Scan technique. */ /* Make our problem a 2-D problem. */ for(i = 0; i < npts; i++) { pts[i][X] = (pts[i][R] - p0[R]) * u[R] + (pts[i][G] - p0[G]) * u[G] + (pts[i][B] - p0[B]) * u[B]; pts[i][Y] = (pts[i][R] - p0[R]) * v[R] + (pts[i][G] - p0[G]) * v[G] + (pts[i][B] - p0[B]) * v[B]; } /* Find the leftmost point */ int left = -1; tmp = 10.; for(i = 0; i < npts; i++) if(pts[i][X] < tmp) { left = i; tmp = pts[i][X]; } SWAP(pts[0], pts[left]); /* Sort the remaining points radially around pts[0]. Bubble sort * is okay for small sizes, I don't care. */ for(i = 1; i < npts; i++) for(j = 1; j < npts - i; j++) { double k1 = (pts[j][X] - pts[0][X]) * (pts[j + 1][Y] - pts[0][Y]); double k2 = (pts[j + 1][X] - pts[0][X]) * (pts[j][Y] - pts[0][Y]); if(k1 < k2 - EPSILON) SWAP(pts[j], pts[j + 1]); else if(k1 < k2 + EPSILON) { /* Aligned! keep the farthest point */ double ax = pts[j][X] - pts[0][X]; double ay = pts[j][Y] - pts[0][Y]; double bx = pts[j + 1][X] - pts[0][X]; double by = pts[j + 1][Y] - pts[0][Y]; if(ax * ax + ay * ay > bx * bx + by * by) SWAP(pts[j], pts[j + 1]); } } /* Remove points not in the convex hull */ for(i = 2; i < npts; /* */) { if(i < 2) { i++; continue; } double k1 = (pts[i - 1][X] - pts[i - 2][X]) * (pts[i][Y] - pts[i - 2][Y]); double k2 = (pts[i][X] - pts[i - 2][X]) * (pts[i - 1][Y] - pts[i - 2][Y]); if(k1 <= k2 + EPSILON) { for(j = i - 1; j < npts - 1; j++) SWAP(pts[j], pts[j + 1]); npts--; } else i++; } /* FIXME: check the last point */ for(i = 0; i < npts; i++) debug(" 2D pt[%i] (%g,%g)\n", i, pts[i][X], pts[i][Y]); /* Compute the barycentre coordinates */ double ctx = 0., cty = 0., weight = 0.; for(i = 2; i < npts; i++) { double abx = pts[i - 1][X] - pts[0][X]; double aby = pts[i - 1][Y] - pts[0][Y]; double acx = pts[i][X] - pts[0][X]; double acy = pts[i][Y] - pts[0][Y]; double sqarea = (abx * abx + aby * aby) * (acx * acx + acy * acy) - (abx * acx + aby * acy) * (abx * acx + aby * acy); if(sqarea <= 0.) continue; double area = sqrt(sqarea); ctx += area * (abx + acx) / 3; cty += area * (aby + acy) / 3; weight += area; } if(weight > EPSILON) { ctx = pts[0][X] + ctx / weight; cty = pts[0][Y] + cty / weight; } else { int right = -1; tmp = -10.; for(i = 0; i < npts; i++) if(pts[i][X] > tmp) { right = i; tmp = pts[i][X]; } ctx = 0.5 * (pts[0][X] + pts[right][X]); cty = 0.5 * (pts[0][Y] + pts[right][Y]); } debug(" 2D bary (%g,%g)\n", ctx, cty); /* * 3.3. Store the barycentre and convex hull information. */ ret->bary[n][R] = p0[R] + ctx * u[R] + cty * v[R]; ret->bary[n][G] = p0[G] + ctx * u[G] + cty * v[G]; ret->bary[n][B] = p0[B] + ctx * u[B] + cty * v[B]; for(i = 0; i < npts; i++) { ret->pts[n][i][R] = pts[i][R]; ret->pts[n][i][G] = pts[i][G]; ret->pts[n][i][B] = pts[i][B]; ret->pts[n][i][X] = pts[i][X] - ctx; ret->pts[n][i][Y] = pts[i][Y] - cty; ret->pts[n][i][A] = atan2(pts[i][Y] - cty, pts[i][X] - ctx); debug(" 3D pt[%i] (%g,%g,%g) angle %g\n", i, pts[i][R], pts[i][G], pts[i][B], ret->pts[n][i][A]); } ret->hullsize[n] = npts; debug(" 3D bary (%g,%g,%g)\n", ret->bary[n][R], ret->bary[n][G], ret->bary[n][B]); } return ret; } pipi_image_t *pipi_reduce(pipi_image_t *src, int ncolors, double const *palette) { static double const rgbpal[] = { 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 1, 1, 0, 1, 1, 1, }; int i, j; init_uv(); hull_t *rgbhull = compute_hull(8, rgbpal); hull_t *myhull = compute_hull(ncolors, palette); /* * 4. Load image and change its palette. */ debug("\n### PROCESSING IMAGE ###\n\n"); pipi_pixels_t *srcp = pipi_getpixels(src, PIPI_PIXELS_RGBA_F); float *srcdata = (float *)srcp->pixels; int w = srcp->w, h = srcp->h; pipi_image_t *dst = pipi_new(w, h); pipi_pixels_t *dstp = pipi_getpixels(dst, PIPI_PIXELS_RGBA_F); float *dstdata = (float *)dstp->pixels; for(j = 0; j < h; j++) for(i = 0; i < w; i++) { double p[3]; /* FIXME: Imlib fucks up the RGB order. */ p[B] = srcdata[4 * (j * w + i)]; p[G] = srcdata[4 * (j * w + i) + 1]; p[R] = srcdata[4 * (j * w + i) + 2]; debug("Pixel +%i+%i (%g,%g,%g)\n", i, j, p[R], p[G], p[B]); int slice = (int)(BRIGHT(p) * STEPS + 0.5); debug(" slice %i\n", slice); /* Convert to 2D. The origin is the slice's barycentre. */ double xp = (p[R] - rgbhull->bary[slice][R]) * u[R] + (p[G] - rgbhull->bary[slice][G]) * u[G] + (p[B] - rgbhull->bary[slice][B]) * u[B]; double yp = (p[R] - rgbhull->bary[slice][R]) * v[R] + (p[G] - rgbhull->bary[slice][G]) * v[G] + (p[B] - rgbhull->bary[slice][B]) * v[B]; debug(" 2D pt (%g,%g)\n", xp, yp); /* 1. find the excentricity in RGB space. There is an easier * way to do this, which is to find the intersection of our * line with the RGB cube itself, but we'd lose the possibility * of having an original colour space other than RGB. */ /* First, find the relevant triangle. */ int n, count = rgbhull->hullsize[slice]; double angle = atan2(yp, xp); for(n = 0; n < count; n++) { double a1 = rgbhull->pts[slice][n][A]; double a2 = rgbhull->pts[slice][(n + 1) % count][A]; if(a1 > a2) { if(angle >= a1) a2 += 2 * M_PI; else a1 -= 2 * M_PI; } if(angle >= a1 && angle <= a2) break; } /* Now compute the distance to the triangle's edge. If the edge * intersection is M, then t is such as P = t.M (can be zero) */ double xa = rgbhull->pts[slice][n % count][X]; double ya = rgbhull->pts[slice][n % count][Y]; double xb = rgbhull->pts[slice][(n + 1) % count][X]; double yb = rgbhull->pts[slice][(n + 1) % count][Y]; double t = (xp * (yb - ya) - yp * (xb - xa)) / (xa * yb - xb * ya); if(t > 1.0) t = 1.0; debug(" best RGB %g (%g,%g) (%g,%g)\n", t, xa, ya, xb, yb); /* 2. apply the excentricity in reduced space. */ count = myhull->hullsize[slice]; for(n = 0; n < count; n++) { double a1 = myhull->pts[slice][n][A]; double a2 = myhull->pts[slice][(n + 1) % count][A]; if(a1 > a2) { if(angle >= a1) a2 += 2 * M_PI; else a1 -= 2 * M_PI; } if(angle >= a1 && angle <= a2) break; } /* If the edge intersection is M', s is such as P = s.M'. We * want P' = t.M' = t.P/s */ xa = myhull->pts[slice][n % count][X]; ya = myhull->pts[slice][n % count][Y]; xb = myhull->pts[slice][(n + 1) % count][X]; yb = myhull->pts[slice][(n + 1) % count][Y]; double s = (xp * (yb - ya) - yp * (xb - xa)) / (xa * yb - xb * ya); debug(" best custom %g (%g,%g) (%g,%g)\n", s, xa, ya, xb, yb); if(s > 0) { xp *= t / s; yp *= t / s; } p[R] = myhull->bary[slice][R] + xp * u[R] + yp * v[R]; p[G] = myhull->bary[slice][G] + xp * u[G] + yp * v[G]; p[B] = myhull->bary[slice][B] + xp * u[B] + yp * v[B]; /* Clipping should not be necessary, but the above code * is unfortunately not perfect. */ if(p[R] < 0.0) p[R] = 0.0; else if(p[R] > 1.0) p[R] = 1.0; if(p[G] < 0.0) p[G] = 0.0; else if(p[G] > 1.0) p[G] = 1.0; if(p[B] < 0.0) p[B] = 0.0; else if(p[B] > 1.0) p[B] = 1.0; dstdata[4 * (j * w + i)] = p[B]; dstdata[4 * (j * w + i) + 1] = p[G]; dstdata[4 * (j * w + i) + 2] = p[R]; } free(rgbhull); free(myhull); return dst; }