-
Notifications
You must be signed in to change notification settings - Fork 0
/
sharedmatting.cl
485 lines (374 loc) · 10.8 KB
/
sharedmatting.cl
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
#define ENUM_TRI_FG 0
#define ENUM_TRI_BG 1
#define ENUM_TRI_UK 2
#define COLOR_F4_TRI_FG (float4) (1, 0, 0, 1)
#define COLOR_F4_TRI_BG (float4) (0, 0, 1, 1)
#define COLOR_F4_TRI_UK (float4) (0, 1, 0, 1)
#define TRI_UK 0xFF00FF00
#define TRI_BG 0xFFFF0000
#define TRI_FG 0xFF0000FF
#define TRUE 1
#define FALSE 0
#define K_G 4
#define K_S 6
#define K_SM 600
#define K_WX 3
#define K_WY 3
#define K_WS 9
#define K_Q 1
#define K_V 2
#define K_R 7
#define THETA0 (1.0/K_WS)*(2*M_PI/K_G)
#define THETA_INC 2*M_PI/K_G
//#define K_LAMDA 0.00000001
#define K_LAMDA 0.1
//3*(10^2) diff in r,g,b
#define K_ALT_LCV 300
int cDist2(uint c1, uint c2);
int iDist2(int x1, int y1, int x2, int y2);
float alpha_est(uint c, uint fg, uint bg) {
int c_minus_bg_r = ((c >> 16) & 0x000000FF) - ((bg >> 16) & 0x000000FF);
int c_minus_bg_g = ((c >> 8 ) & 0x000000FF) - ((bg >> 8) & 0x000000FF);
int c_minus_bg_b = ( c & 0x000000FF) - ( bg & 0x000000FF);
int fg_minus_bg_r = ((fg >> 16) & 0x000000FF) - ((bg >> 16) & 0x000000FF);
int fg_minus_bg_g = ((fg >> 8 ) & 0x000000FF) - ((bg >> 8) & 0x000000FF);
int fg_minus_bg_b = ( fg & 0x000000FF) - ( bg & 0x000000FF);
int num = c_minus_bg_r*fg_minus_bg_r + c_minus_bg_g*fg_minus_bg_g + c_minus_bg_b*fg_minus_bg_b;
int den = fg_minus_bg_r*fg_minus_bg_r + fg_minus_bg_g*fg_minus_bg_g + fg_minus_bg_b*fg_minus_bg_b; // ||fg_minus_bg||^2
float res = (float) num / den;
if (res < 0) res = 0;
else if (res > 1) res = 1;
return res;
}
float cd2(uint c, uint fg, uint bg) {
float alpha = alpha_est(c, fg, bg);
float tmp_b = ((c >> 16) & 0x000000FF) - (alpha*((fg >> 16) & 0x000000FF) + (1 - alpha)*((bg >> 16) & 0x000000FF));
float tmp_g = ((c >> 8) & 0x000000FF) - (alpha*((fg >> 8) & 0x000000FF) + (1 - alpha)*((bg >> 8) & 0x000000FF));
float tmp_r = ( c & 0x000000FF) - (alpha*( fg & 0x000000FF) + (1 - alpha)*( bg & 0x000000FF));
return tmp_r*tmp_r + tmp_g*tmp_g + tmp_b*tmp_b;
}
//int cDist2(uint c1, uint c2);
//int iDist2(int x1, int y1, int x2, int y2);
__kernel void local_color_variation(
__global uint* src,
__global float* lcv,
__global float* alpha
)
{
int gx = get_global_id(0);
int gy = get_global_id(1);
int gxy = gy*IMAGEW + gx;
int sum = 0;
int n = 0;
uint c = src[gxy];
for(int iy=gy-K_V; iy<gy+K_V; iy++) {
for(int ix=gx-K_V; ix<gx+K_V; ix++) {
if (ix < 0 || ix > IMAGEW-1 || iy < 0 || iy > IMAGEH-1)
continue;
int ixy = iy*IMAGEW + ix;
sum += cDist2(c, src[ixy]);
n++;
}
}
lcv[gxy] = (float) sum/n;
alpha[gxy] = 1.0;
}
#define DILATE 2
#define TILEW 16
#define TILEH 16
__kernel void process_trimap(
__global uchar* triOut,
__global uchar* triIn,
__global float* strength,
float threshold,
__local uchar* s_triIn
) {
int gx = get_global_id(0);
int gy = get_global_id(1);
int gxy = gy*IMAGEW + gx;
int lx = get_local_id(0);
int ly = get_local_id(1);
int sx = DILATE + lx;
int sy = DILATE + ly;
int sw = DILATE + TILEW + DILATE;
int sxy = sy*sw + sx;
if (strength[gxy] < threshold)
s_triIn[sxy] = ENUM_TRI_UK;
else
s_triIn[sxy] = triIn[gxy];
if (lx < DILATE && gx >= DILATE)
s_triIn[sxy - DILATE] = triIn[gxy - DILATE];
if (lx >= TILEW-DILATE && gx < IMAGEW-DILATE)
s_triIn[sxy + DILATE] = triIn[gxy + DILATE];
if (ly < DILATE && gy >= DILATE)
s_triIn[sxy - DILATE*sw] = triIn[gxy - DILATE*IMAGEW];
if (ly >= TILEH-DILATE && gy < IMAGEH-DILATE)
s_triIn[sxy + DILATE*sw] = triIn[gxy + DILATE*IMAGEW];
//corner padding
if (lx < DILATE && gx >= DILATE && ly < DILATE && gy >= DILATE)
s_triIn[sxy - DILATE - DILATE*sw] = triIn[gxy - DILATE - DILATE*IMAGEW];
if (lx < DILATE && gx >= DILATE && ly >= TILEH-DILATE && gy < IMAGEH-DILATE)
s_triIn[sxy - DILATE + DILATE*sw] = triIn[gxy - DILATE + DILATE*IMAGEW];
if (lx >= TILEW-DILATE && gx < IMAGEW-DILATE && ly < DILATE && gy >= DILATE)
s_triIn[sxy + DILATE - DILATE*sw] = triIn[gxy + DILATE - DILATE*IMAGEW];
if (lx >= TILEW-DILATE && gx < IMAGEW-DILATE && ly >= TILEH-DILATE && gy < IMAGEH-DILATE)
s_triIn[sxy + DILATE + DILATE*sw] = triIn[gxy + DILATE + DILATE*IMAGEW];
barrier(CLK_LOCAL_MEM_FENCE);
uchar p_triOut = s_triIn[sxy];
if (p_triOut != ENUM_TRI_UK) {
for (int i=-DILATE; i<= DILATE; i++) {
for (int j=-DILATE; j<= DILATE; j++) {
if (p_triOut != s_triIn[sxy + j*sw + i] && s_triIn[sxy + j*sw + i] != ENUM_TRI_UK) {
p_triOut = ENUM_TRI_UK;
break;
}
}
}
}
triOut[gxy] = p_triOut;
}
__kernel void gather(
__global uint* src,
__global uchar* tri,
__global uint* fg,
__global uint* bg
) {
int gx = get_global_id(0);
int gy = get_global_id(1);
int gxy = gy*IMAGEW + gx;
uint t = tri[gxy];
if (t == ENUM_TRI_FG) {
fg[gxy] = src[gxy];
return;
}
else if (t == ENUM_TRI_BG) {
fg[gxy] = 0x00000000;
bg[gxy] = src[gxy];
return;
}
uint c = src[gxy];
int wx = gx%K_WX;
int wy = gy%K_WY;
int wi = wy*K_WX + wx;
float theta = wi*THETA0 + THETA_INC;
uint cFg[K_G];
uint cBg[K_G];
int eFg[K_G];
int eBg[K_G];
int iFg[K_G];
int iBg[K_G];
int ix, iy, ixy;
for(int ik_g=0; ik_g<K_G; ik_g++) {
cFg[ik_g] = 0x00000000;
cBg[ik_g] = 0x00000000;
eFg[ik_g] = 0;
eBg[ik_g] = 0;
iFg[ik_g] = -1;
iBg[ik_g] = -1;
uint c_prev = c;
int e = 0;
for (int ik_s=K_S; ik_s<K_SM; ik_s++) {
ix = (int) (ik_s*cos(theta)) + gx;
iy = (int) (ik_s*sin(theta)) + gy;
if (ix < 0 || ix > IMAGEW-1 || iy < 0 || iy > IMAGEH-1)
continue;
ixy = iy*IMAGEW + ix;
t = tri[ixy];
uint c_this = src[ixy];
e += cDist2(c_this, c_prev);
if (t == ENUM_TRI_FG && cFg[ik_g] == 0x00000000) {
cFg[ik_g] = c_this;
eFg[ik_g] = e;
iFg[ik_g] = ixy;
if (cBg[ik_g] != 0x00000000) break;
}
if (t == ENUM_TRI_BG && cBg[ik_g] == 0x00000000) {
cBg[ik_g] = c_this;
eBg[ik_g] = e;
iBg[ik_g] = ixy;
if (cFg[ik_g] != 0x00000000) break;
}
ik_s += K_S;
c_prev = c_this;
}
theta += THETA_INC;
}
float min_of = FLT_MAX;
int min_ibg = -1;
int min_ifg = -1;
for(int ifg=0; ifg<K_G; ifg++) {
if (cFg[ifg] == 0x00000000) continue;
for(int ibg=0; ibg<K_G; ibg++) {
if (cBg[ibg] == 0x00000000) continue;
//WHY IS THIS?
if (ibg < 0 || ibg > 3) return;
float cd2s = 0;
for(iy=gy-K_Q; iy<gy+K_Q; iy++) {
for(ix=gx-K_Q; ix<gx+K_Q; ix++) {
if (ix < 0 || ix > IMAGEW-1 || iy < 0 || iy > IMAGEH-1)
continue;
ixy = iy*IMAGEW + ix;
cd2s += cd2(src[ixy], cFg[ifg], cBg[ibg]);
}
}
float alpha = alpha_est(c, cFg[ifg], cBg[ibg]);
float pFg = (float) (eBg[ibg])/(eFg[ifg]+eBg[ibg]);
pFg = pFg + (1 - 2*pFg)*alpha;
//pFg = pFg - alpha;
//if (pFg < 0) pFg *= -1;
//pFg = 1 - pFg;
float this_of = pow(cd2s, 3);
this_of *= pow(pFg, 2);
this_of *= sqrt((float)(iDist2(gx, gy, iFg[ifg]%IMAGEW, iFg[ifg]/IMAGEW)));
this_of *= sqrt((float)(iDist2(gx, gy, iBg[ibg]%IMAGEW, iBg[ibg]/IMAGEW)));
if (this_of < min_of) {
min_of = this_of;
min_ibg = ibg;
min_ifg = ifg;
}
}
}
int ifg = min_ifg;
int ibg = min_ibg;
if (min_of == FLT_MAX) {
//tri[gxy] = 0xFF000000;
return;
}
fg[gxy] = cFg[ifg];
bg[gxy] = cBg[ibg];
return;
}
__kernel void refine(
__global uint* src,
__global uchar* tri,
__global uint* fg,
__global uint* bg,
__global float* alpha,
__global float* lcv
)
{
int gx = get_global_id(0);
int gy = get_global_id(1);
int gxy = gy*IMAGEW + gx;
uint t = tri[gxy];
if (t != ENUM_TRI_UK) {
//alpha[gxy] = (t == TRI_FG) ? src[gxy] : 0xFF000000;
uint a = (t == ENUM_TRI_FG) ? 1.0 : 0.0;
alpha[gxy] = a;
return;
}
uint fg1, fg2, fg3, bg1, bg2, bg3;
float cd21, cd22, cd23;
fg1 = fg2 = fg3 = 0x00000000;
bg1 = bg2 = bg3 = 0x00000000;
cd21 = cd22 = cd23 = FLT_MAX;
uint c = src[gxy];
for(int iy=gy-K_R; iy<gy+K_R; iy++) {
for(int ix=gx-K_R; ix<gx+K_R; ix++) {
if (ix < 0 || ix > IMAGEW-1 || iy < 0 || iy > IMAGEH-1)
continue;
int ixy = iy*IMAGEW + ix;
uint this_fg = fg[ixy];
uint this_bg = bg[ixy];
if (!this_fg || !this_bg)
continue;
float this_cd2 = cd2(c, this_fg, this_bg);
if (this_cd2 < cd21) { //found better top best pair
cd23 = cd22;
bg3 = bg2;
fg3 = fg2;
cd22 = cd21;
bg2 = bg1;
fg2 = fg1;
cd21 = this_cd2;
bg1 = this_bg;
fg1 = this_fg;
}
else if (this_cd2 < cd22) { //found 2nd top best pair
cd22 = cd21;
bg2 = bg1;
fg2 = fg1;
cd21 = this_cd2;
bg1 = this_bg;
fg1 = this_fg;
}
else if (this_cd2 < cd23) { // found 3d top best pair
cd21 = this_cd2;
bg1 = this_bg;
fg1 = this_fg;
}
}
}
int n = 0;
if (cd23 != FLT_MAX) n = 3;
else if (cd22 != FLT_MAX) n = 2;
else if (cd21 != FLT_MAX) n = 1;
//else n = 0;
if (n > 0) {
int fgR = ((fg1 & 0xFF) + (fg2 & 0xFF) + (fg3 & 0xFF))/n;
int fgG = ((fg1 >> 8 & 0xFF) + (fg2 >> 8 & 0xFF) + (fg3 >> 8 & 0xFF))/n;
int fgB = ((fg1 >> 16 & 0xFF) + (fg2 >> 16 & 0xFF) + (fg3 >> 16 & 0xFF))/n;
int bgR = ((bg1 & 0xFF) + (bg2 & 0xFF) + (bg3 & 0xFF))/n;
int bgG = ((bg1 >> 8 & 0xFF) + (bg2 >> 8 & 0xFF) + (bg3 >> 8 & 0xFF))/n;
int bgB = ((bg1 >> 16 & 0xFF) + (bg2 >> 16 & 0xFF) + (bg3 >> 16 & 0xFF))/n;
fg1 = 0xFF000000 | (fgB << 16) | (fgG << 8) | fgR;
bg1 = 0xFF000000 | bgB << 16 | bgG << 8 | bgR;
if (cDist2(c, fg1) < K_ALT_LCV) fg1 = c;
if (cDist2(c, bg1) < K_ALT_LCV) bg1 = c;
float a, p;
if (fg1 == bg1) {
a = 0.5;
p = 0.0001;
}
else if (fg1 == c) {
a = 1;
p = 1;
}
else if (bg1 == c) {
a = 0;
p = 1;
}
else {
a = alpha_est(c, fg1, bg1);
p = -K_LAMDA*sqrt(cd2(c, fg1, bg1));
p = exp(p);
}
alpha[gxy] = a;
fg[gxy] = (fg1 & 0x00FFFFFF) | (int) (a*255) << 24;
bg[gxy] = bg1;
}
}
int cDist2(uint c1, uint c2) {
uint r1, r2, g1, g2, b1, b2;
r1 = (c1 & 0x000000FF);
g1 = (c1 & 0x0000FF00) >> 8;
b1 = (c1 & 0x00FF0000) >> 16;
r2 = (c2 & 0x000000FF);
g2 = (c2 & 0x0000FF00) >> 8;
b2 = (c2 & 0x00FF0000) >> 16;
return (r2-r1)*(r2-r1) + (g2-g1)*(g2-g1) + (b2-b1)*(b2-b1);
}
int iDist2(int x1, int y1, int x2, int y2) {
return (x2-x1)*(x2-x1) + (y2-y1)*(y2-y1);
}
__kernel void trimap_filter(
sampler_t sampler,
__read_only image2d_t rbo_read,
__write_only image2d_t rbo_write,
float opacity,
__global char* input,
int2 inputDim
) {
int2 gxy = (int2) (get_global_id(0), get_global_id(1));
if (gxy.x > inputDim.x-1 || gxy.y > inputDim.y-1)
return;
char in = input[gxy.y*inputDim.x + gxy.x];
float4 out;
switch(in) {
case ENUM_TRI_FG: out = COLOR_F4_TRI_FG; break;
case ENUM_TRI_BG: out = COLOR_F4_TRI_BG; break;
case ENUM_TRI_UK: out = COLOR_F4_TRI_UK; break;
}
float4 read = read_imagef(rbo_read, sampler, gxy);
write_imagef(rbo_write, gxy, read + (out-read)*opacity);
}