1 // ==========================================================
2 // Poisson solver based on a full multigrid algorithm
3 //
4 // Design and implementation by
5 // - Herv� Drolon (drolon@infonie.fr)
6 // Reference:
7 // PRESS, W. H., TEUKOLSKY, S. A., VETTERLING, W. T., AND FLANNERY, B. P.
8 // 1992. Numerical Recipes in C: The Art of Scientific Computing, 2nd ed. Cambridge University Press.
9 //
10 // This file is part of FreeImage 3
11 //
12 // COVERED CODE IS PROVIDED UNDER THIS LICENSE ON AN "AS IS" BASIS, WITHOUT WARRANTY
13 // OF ANY KIND, EITHER EXPRESSED OR IMPLIED, INCLUDING, WITHOUT LIMITATION, WARRANTIES
14 // THAT THE COVERED CODE IS FREE OF DEFECTS, MERCHANTABLE, FIT FOR A PARTICULAR PURPOSE
15 // OR NON-INFRINGING. THE ENTIRE RISK AS TO THE QUALITY AND PERFORMANCE OF THE COVERED
16 // CODE IS WITH YOU. SHOULD ANY COVERED CODE PROVE DEFECTIVE IN ANY RESPECT, YOU (NOT
17 // THE INITIAL DEVELOPER OR ANY OTHER CONTRIBUTOR) ASSUME THE COST OF ANY NECESSARY
18 // SERVICING, REPAIR OR CORRECTION. THIS DISCLAIMER OF WARRANTY CONSTITUTES AN ESSENTIAL
19 // PART OF THIS LICENSE. NO USE OF ANY COVERED CODE IS AUTHORIZED HEREUNDER EXCEPT UNDER
20 // THIS DISCLAIMER.
21 //
22 // Use at your own risk!
23 // ==========================================================
24 
25 #include "FreeImage.h"
26 #include "Utilities.h"
27 #include "ToneMapping.h"
28 
29 static const int NPRE	= 1;		// Number of relaxation sweeps before ...
30 static const int NPOST	= 1;		// ... and after the coarse-grid correction is computed
31 static const int NGMAX	= 15;		// Maximum number of grids
32 
33 /**
34 Copy src into dst
35 */
fmg_copyArray(FIBITMAP * dst,FIBITMAP * src)36 static inline void fmg_copyArray(FIBITMAP *dst, FIBITMAP *src) {
37 	memcpy(FreeImage_GetBits(dst), FreeImage_GetBits(src), FreeImage_GetHeight(dst) * FreeImage_GetPitch(dst));
38 }
39 
40 /**
41 Fills src with zeros
42 */
fmg_fillArrayWithZeros(FIBITMAP * src)43 static inline void fmg_fillArrayWithZeros(FIBITMAP *src) {
44 	memset(FreeImage_GetBits(src), 0, FreeImage_GetHeight(src) * FreeImage_GetPitch(src));
45 }
46 
47 /**
48 Half-weighting restriction. nc is the coarse-grid dimension. The fine-grid solution is input in
49 uf[0..2*nc-2][0..2*nc-2], the coarse-grid solution is returned in uc[0..nc-1][0..nc-1].
50 */
fmg_restrict(FIBITMAP * UC,FIBITMAP * UF,int nc)51 static void fmg_restrict(FIBITMAP *UC, FIBITMAP *UF, int nc) {
52 	int row_uc, row_uf, col_uc, col_uf;
53 
54 	const int uc_pitch  = FreeImage_GetPitch(UC) / sizeof(float);
55 	const int uf_pitch  = FreeImage_GetPitch(UF) / sizeof(float);
56 
57 	float *uc_bits = (float*)FreeImage_GetBits(UC);
58 	const float *uf_bits = (float*)FreeImage_GetBits(UF);
59 
60 	// interior points
61 	{
62 		float *uc_scan = uc_bits + uc_pitch;
63 		for (row_uc = 1, row_uf = 2; row_uc < nc-1; row_uc++, row_uf += 2) {
64 			const float *uf_scan = uf_bits + row_uf * uf_pitch;
65 			for (col_uc = 1, col_uf = 2; col_uc < nc-1; col_uc++, col_uf += 2) {
66 				// calculate
67 				// UC(row_uc, col_uc) =
68 				// 0.5 * UF(row_uf, col_uf) + 0.125 * [ UF(row_uf+1, col_uf) + UF(row_uf-1, col_uf) + UF(row_uf, col_uf+1) + UF(row_uf, col_uf-1) ]
69 				float *uc_pixel = uc_scan + col_uc;
70 				const float *uf_center = uf_scan + col_uf;
71 				*uc_pixel = 0.5F * *uf_center + 0.125F * ( *(uf_center + uf_pitch) + *(uf_center - uf_pitch) + *(uf_center + 1) + *(uf_center - 1) );
72 			}
73 			uc_scan += uc_pitch;
74 		}
75 	}
76 	// boundary points
77 	const int ncc = 2*nc-1;
78 	{
79 		/*
80 		calculate the following:
81 		for (row_uc = 0, row_uf = 0; row_uc < nc; row_uc++, row_uf += 2) {
82 			UC(row_uc, 0) = UF(row_uf, 0);
83 			UC(row_uc, nc-1) = UF(row_uf, ncc-1);
84 		}
85 		*/
86 		float *uc_scan = uc_bits;
87 		for (row_uc = 0, row_uf = 0; row_uc < nc; row_uc++, row_uf += 2) {
88 			const float *uf_scan = uf_bits + row_uf * uf_pitch;
89 			uc_scan[0] = uf_scan[0];
90 			uc_scan[nc-1] = uf_scan[ncc-1];
91 			uc_scan += uc_pitch;
92 		}
93 	}
94 	{
95 		/*
96 		calculate the following:
97 		for (col_uc = 0, col_uf = 0; col_uc < nc; col_uc++, col_uf += 2) {
98 			UC(0, col_uc) = UF(0, col_uf);
99 			UC(nc-1, col_uc) = UF(ncc-1, col_uf);
100 		}
101 		*/
102 		float *uc_scan_top = uc_bits;
103 		float *uc_scan_bottom = uc_bits + (nc-1)*uc_pitch;
104 		const float *uf_scan_top = uf_bits + (ncc-1)*uf_pitch;
105 		const float *uf_scan_bottom = uf_bits;
106 		for (col_uc = 0, col_uf = 0; col_uc < nc; col_uc++, col_uf += 2) {
107 			uc_scan_top[col_uc] = uf_scan_top[col_uf];
108 			uc_scan_bottom[col_uc] = uf_scan_bottom[col_uf];
109 		}
110 	}
111 }
112 
113 /**
114 Solution of the model problem on the coarsest grid, where h = 1/2 .
115 The right-hand side is input
116 in rhs[0..2][0..2] and the solution is returned in u[0..2][0..2].
117 */
fmg_solve(FIBITMAP * U,FIBITMAP * RHS)118 static void fmg_solve(FIBITMAP *U, FIBITMAP *RHS) {
119 	// fill U with zeros
120 	fmg_fillArrayWithZeros(U);
121 	// calculate U(1, 1) = -h*h*RHS(1, 1)/4.0 where h = 1/2
122 	float *u_scan = (float*)FreeImage_GetScanLine(U, 1);
123 	const float *rhs_scan = (float*)FreeImage_GetScanLine(RHS, 1);
124 	u_scan[1] = -rhs_scan[1] / 16;
125 }
126 
127 /**
128 Coarse-to-fine prolongation by bilinear interpolation. nf is the fine-grid dimension. The coarsegrid
129 solution is input as uc[0..nc-1][0..nc-1], where nc = nf/2 + 1. The fine-grid solution is
130 returned in uf[0..nf-1][0..nf-1].
131 */
fmg_prolongate(FIBITMAP * UF,FIBITMAP * UC,int nf)132 static void fmg_prolongate(FIBITMAP *UF, FIBITMAP *UC, int nf) {
133 	int row_uc, row_uf, col_uc, col_uf;
134 
135 	const int uf_pitch  = FreeImage_GetPitch(UF) / sizeof(float);
136 	const int uc_pitch  = FreeImage_GetPitch(UC) / sizeof(float);
137 
138 	float *uf_bits = (float*)FreeImage_GetBits(UF);
139 	const float *uc_bits = (float*)FreeImage_GetBits(UC);
140 
141 	// do elements that are copies
142 	{
143 		const int nc = nf/2 + 1;
144 
145 		float *uf_scan = uf_bits;
146 		const float *uc_scan = uc_bits;
147 		for (row_uc = 0; row_uc < nc; row_uc++) {
148 			for (col_uc = 0, col_uf = 0; col_uc < nc; col_uc++, col_uf += 2) {
149 				// calculate UF(2*row_uc, col_uf) = UC(row_uc, col_uc);
150 				uf_scan[col_uf] = uc_scan[col_uc];
151 			}
152 			uc_scan += uc_pitch;
153 			uf_scan += 2 * uf_pitch;
154 		}
155 	}
156 	// do odd-numbered columns, interpolating vertically
157 	{
158 		for(row_uf = 1; row_uf < nf-1; row_uf += 2) {
159 			float *uf_scan = uf_bits + row_uf * uf_pitch;
160 			for (col_uf = 0; col_uf < nf; col_uf += 2) {
161 				// calculate UF(row_uf, col_uf) = 0.5 * ( UF(row_uf+1, col_uf) + UF(row_uf-1, col_uf) )
162 				uf_scan[col_uf] = 0.5F * ( *(uf_scan + uf_pitch + col_uf) + *(uf_scan - uf_pitch + col_uf) );
163 			}
164 		}
165 	}
166 	// do even-numbered columns, interpolating horizontally
167 	{
168 		float *uf_scan = uf_bits;
169 		for(row_uf = 0; row_uf < nf; row_uf++) {
170 			for (col_uf = 1; col_uf < nf-1; col_uf += 2) {
171 				// calculate UF(row_uf, col_uf) = 0.5 * ( UF(row_uf, col_uf+1) + UF(row_uf, col_uf-1) )
172 				uf_scan[col_uf] = 0.5F * ( uf_scan[col_uf + 1] + uf_scan[col_uf - 1] );
173 			}
174 			uf_scan += uf_pitch;
175 		}
176 	}
177 }
178 
179 /**
180 Red-black Gauss-Seidel relaxation for model problem. Updates the current value of the solution
181 u[0..n-1][0..n-1], using the right-hand side function rhs[0..n-1][0..n-1].
182 */
fmg_relaxation(FIBITMAP * U,FIBITMAP * RHS,int n)183 static void fmg_relaxation(FIBITMAP *U, FIBITMAP *RHS, int n) {
184 	int row, col, ipass, isw, jsw;
185 	const float h = 1.0F / (n - 1);
186 	const float h2 = h*h;
187 
188 	const int u_pitch  = FreeImage_GetPitch(U) / sizeof(float);
189 	const int rhs_pitch  = FreeImage_GetPitch(RHS) / sizeof(float);
190 
191 	float *u_bits = (float*)FreeImage_GetBits(U);
192 	const float *rhs_bits = (float*)FreeImage_GetBits(RHS);
193 
194 	for (ipass = 0, jsw = 1; ipass < 2; ipass++, jsw = 3-jsw) { // Red and black sweeps
195 		float *u_scan = u_bits + u_pitch;
196 		const float *rhs_scan = rhs_bits + rhs_pitch;
197 		for (row = 1, isw = jsw; row < n-1; row++, isw = 3-isw) {
198 			for (col = isw; col < n-1; col += 2) {
199 				// Gauss-Seidel formula
200 				// calculate U(row, col) =
201 				// 0.25 * [ U(row+1, col) + U(row-1, col) + U(row, col+1) + U(row, col-1) - h2 * RHS(row, col) ]
202 				float *u_center = u_scan + col;
203 				const float *rhs_center = rhs_scan + col;
204 				*u_center = *(u_center + u_pitch) + *(u_center - u_pitch) + *(u_center + 1) + *(u_center - 1);
205 				*u_center -= h2 * *rhs_center;
206 				*u_center *= 0.25F;
207 			}
208 			u_scan += u_pitch;
209 			rhs_scan += rhs_pitch;
210 		}
211 	}
212 }
213 
214 /**
215 Returns minus the residual for the model problem. Input quantities are u[0..n-1][0..n-1] and
216 rhs[0..n-1][0..n-1], while res[0..n-1][0..n-1] is returned.
217 */
fmg_residual(FIBITMAP * RES,FIBITMAP * U,FIBITMAP * RHS,int n)218 static void fmg_residual(FIBITMAP *RES, FIBITMAP *U, FIBITMAP *RHS, int n) {
219 	int row, col;
220 
221 	const float h = 1.0F / (n-1);
222 	const float h2i = 1.0F / (h*h);
223 
224 	const int res_pitch  = FreeImage_GetPitch(RES) / sizeof(float);
225 	const int u_pitch  = FreeImage_GetPitch(U) / sizeof(float);
226 	const int rhs_pitch  = FreeImage_GetPitch(RHS) / sizeof(float);
227 
228 	float *res_bits = (float*)FreeImage_GetBits(RES);
229 	const float *u_bits = (float*)FreeImage_GetBits(U);
230 	const float *rhs_bits = (float*)FreeImage_GetBits(RHS);
231 
232 	// interior points
233 	{
234 		float *res_scan = res_bits + res_pitch;
235 		const float *u_scan = u_bits + u_pitch;
236 		const float *rhs_scan = rhs_bits + rhs_pitch;
237 		for (row = 1; row < n-1; row++) {
238 			for (col = 1; col < n-1; col++) {
239 				// calculate RES(row, col) =
240 				// -h2i * [ U(row+1, col) + U(row-1, col) + U(row, col+1) + U(row, col-1) - 4 * U(row, col) ] + RHS(row, col);
241 				float *res_center = res_scan + col;
242 				const float *u_center = u_scan + col;
243 				const float *rhs_center = rhs_scan + col;
244 				*res_center = *(u_center + u_pitch) + *(u_center - u_pitch) + *(u_center + 1) + *(u_center - 1) - 4 * *u_center;
245 				*res_center *= -h2i;
246 				*res_center += *rhs_center;
247 			}
248 			res_scan += res_pitch;
249 			u_scan += u_pitch;
250 			rhs_scan += rhs_pitch;
251 		}
252 	}
253 
254 	// boundary points
255 	{
256 		memset(FreeImage_GetScanLine(RES, 0), 0, FreeImage_GetPitch(RES));
257 		memset(FreeImage_GetScanLine(RES, n-1), 0, FreeImage_GetPitch(RES));
258 		float *left = res_bits;
259 		float *right = res_bits + (n-1);
260 		for(int k = 0; k < n; k++) {
261 			*left = 0;
262 			*right = 0;
263 			left += res_pitch;
264 			right += res_pitch;
265 		}
266 	}
267 }
268 
269 /**
270 Does coarse-to-fine interpolation and adds result to uf. nf is the fine-grid dimension. The
271 coarse-grid solution is input as uc[0..nc-1][0..nc-1], where nc = nf/2+1. The fine-grid solution
272 is returned in uf[0..nf-1][0..nf-1]. res[0..nf-1][0..nf-1] is used for temporary storage.
273 */
fmg_addint(FIBITMAP * UF,FIBITMAP * UC,FIBITMAP * RES,int nf)274 static void fmg_addint(FIBITMAP *UF, FIBITMAP *UC, FIBITMAP *RES, int nf) {
275 	fmg_prolongate(RES, UC, nf);
276 
277 	const int uf_pitch  = FreeImage_GetPitch(UF) / sizeof(float);
278 	const int res_pitch  = FreeImage_GetPitch(RES) / sizeof(float);
279 
280 	float *uf_bits = (float*)FreeImage_GetBits(UF);
281 	const float *res_bits = (float*)FreeImage_GetBits(RES);
282 
283 	for(int row = 0; row < nf; row++) {
284 		for(int col = 0; col < nf; col++) {
285 			// calculate UF(row, col) = UF(row, col) + RES(row, col);
286 			uf_bits[col] += res_bits[col];
287 		}
288 		uf_bits += uf_pitch;
289 		res_bits += res_pitch;
290 	}
291 }
292 
293 /**
294 Full Multigrid Algorithm for solution of linear elliptic equation, here the model problem (19.0.6).
295 On input u[0..n-1][0..n-1] contains the right-hand side �, while on output it returns the solution.
296 The dimension n must be of the form 2^j + 1 for some integer j. (j is actually the number of
297 grid levels used in the solution, called ng below.) ncycle is the number of V-cycles to be
298 used at each level.
299 */
fmg_mglin(FIBITMAP * U,int n,int ncycle)300 static BOOL fmg_mglin(FIBITMAP *U, int n, int ncycle) {
301 	int j, jcycle, jj, jpost, jpre, nf, ngrid;
302 
303 	FIBITMAP **IRHO = NULL;
304 	FIBITMAP **IU   = NULL;
305 	FIBITMAP **IRHS = NULL;
306 	FIBITMAP **IRES = NULL;
307 
308 	int ng = 0;		// number of allocated grids
309 
310 // --------------------------------------------------------------------------
311 
312 #define _CREATE_ARRAY_GRID_(array, array_size) \
313 	array = (FIBITMAP**)malloc(array_size * sizeof(FIBITMAP*));\
314 	if(!array) throw(1);\
315 	memset(array, 0, array_size * sizeof(FIBITMAP*))
316 
317 #define _FREE_ARRAY_GRID_(array, array_size) \
318 	if(NULL != array) {\
319 		for(int k = 0; k < array_size; k++) {\
320 			if(NULL != array[k]) {\
321 				FreeImage_Unload(array[k]); array[k] = NULL;\
322 			}\
323 		}\
324 		free(array);\
325 	}
326 
327 // --------------------------------------------------------------------------
328 
329 	try {
330 		int nn = n;
331 		// check grid size and grid levels
332 		while (nn >>= 1) ng++;
333 		if (n != 1 + (1L << ng)) {
334 			FreeImage_OutputMessageProc(FIF_UNKNOWN, "Multigrid algorithm: n = %d, while n-1 must be a power of 2.", n);
335 			throw(1);
336 		}
337 		if (ng > NGMAX) {
338 			FreeImage_OutputMessageProc(FIF_UNKNOWN, "Multigrid algorithm: ng = %d while NGMAX = %d, increase NGMAX.", ng, NGMAX);
339 			throw(1);
340 		}
341 		// allocate grid arrays
342 		{
343 			_CREATE_ARRAY_GRID_(IRHO, ng);
344 			_CREATE_ARRAY_GRID_(IU, ng);
345 			_CREATE_ARRAY_GRID_(IRHS, ng);
346 			_CREATE_ARRAY_GRID_(IRES, ng);
347 		}
348 
349 		nn = n/2 + 1;
350 		ngrid = ng - 2;
351 
352 		// allocate storage for r.h.s. on grid (ng - 2) ...
353 		IRHO[ngrid] = FreeImage_AllocateT(FIT_FLOAT, nn, nn);
354 		if(!IRHO[ngrid]) throw(1);
355 
356 		// ... and fill it by restricting from the fine grid
357 		fmg_restrict(IRHO[ngrid], U, nn);
358 
359 		// similarly allocate storage and fill r.h.s. on all coarse grids.
360 		while (nn > 3) {
361 			nn = nn/2 + 1;
362 			ngrid--;
363 			IRHO[ngrid] = FreeImage_AllocateT(FIT_FLOAT, nn, nn);
364 			if(!IRHO[ngrid]) throw(1);
365 			fmg_restrict(IRHO[ngrid], IRHO[ngrid+1], nn);
366 		}
367 
368 		nn = 3;
369 
370 		IU[0] = FreeImage_AllocateT(FIT_FLOAT, nn, nn);
371 		if(!IU[0]) throw(1);
372 		IRHS[0] = FreeImage_AllocateT(FIT_FLOAT, nn, nn);
373 		if(!IRHS[0]) throw(1);
374 
375 		// initial solution on coarsest grid
376 		fmg_solve(IU[0], IRHO[0]);
377 		// irho[0] no longer needed ...
378 		FreeImage_Unload(IRHO[0]); IRHO[0] = NULL;
379 
380 		ngrid = ng;
381 
382 		// nested iteration loop
383 		for (j = 1; j < ngrid; j++) {
384 			nn = 2*nn - 1;
385 
386 			IU[j] = FreeImage_AllocateT(FIT_FLOAT, nn, nn);
387 			if(!IU[j]) throw(1);
388 			IRHS[j] = FreeImage_AllocateT(FIT_FLOAT, nn, nn);
389 			if(!IRHS[j]) throw(1);
390 			IRES[j] = FreeImage_AllocateT(FIT_FLOAT, nn, nn);
391 			if(!IRES[j]) throw(1);
392 
393 			fmg_prolongate(IU[j], IU[j-1], nn);
394 
395 			// interpolate from coarse grid to next finer grid
396 
397 			// set up r.h.s.
398 			fmg_copyArray(IRHS[j], j != (ngrid - 1) ? IRHO[j] : U);
399 
400 			// V-cycle loop
401 			for (jcycle = 0; jcycle < ncycle; jcycle++) {
402 				nf = nn;
403 				// downward stoke of the V
404 				for (jj = j; jj >= 1; jj--) {
405 					// pre-smoothing
406 					for (jpre = 0; jpre < NPRE; jpre++) {
407 						fmg_relaxation(IU[jj], IRHS[jj], nf);
408 					}
409 					fmg_residual(IRES[jj], IU[jj], IRHS[jj], nf);
410 					nf = nf/2 + 1;
411 					// restriction of the residual is the next r.h.s.
412 					fmg_restrict(IRHS[jj-1], IRES[jj], nf);
413 					// zero for initial guess in next relaxation
414 					fmg_fillArrayWithZeros(IU[jj-1]);
415 				}
416 				// bottom of V: solve on coarsest grid
417 				fmg_solve(IU[0], IRHS[0]);
418 				nf = 3;
419 				// upward stroke of V.
420 				for (jj = 1; jj <= j; jj++) {
421 					nf = 2*nf - 1;
422 					// use res for temporary storage inside addint
423 					fmg_addint(IU[jj], IU[jj-1], IRES[jj], nf);
424 					// post-smoothing
425 					for (jpost = 0; jpost < NPOST; jpost++) {
426 						fmg_relaxation(IU[jj], IRHS[jj], nf);
427 					}
428 				}
429 			}
430 		}
431 
432 		// return solution in U
433 		fmg_copyArray(U, IU[ngrid-1]);
434 
435 		// delete allocated arrays
436 		_FREE_ARRAY_GRID_(IRES, ng);
437 		_FREE_ARRAY_GRID_(IRHS, ng);
438 		_FREE_ARRAY_GRID_(IU, ng);
439 		_FREE_ARRAY_GRID_(IRHO, ng);
440 
441 		return TRUE;
442 
443 	} catch(int) {
444 		// delete allocated arrays
445 		_FREE_ARRAY_GRID_(IRES, ng);
446 		_FREE_ARRAY_GRID_(IRHS, ng);
447 		_FREE_ARRAY_GRID_(IU, ng);
448 		_FREE_ARRAY_GRID_(IRHO, ng);
449 
450 		return FALSE;
451 	}
452 }
453 
454 // --------------------------------------------------------------------------
455 
456 /**
457 Poisson solver based on a multigrid algorithm.
458 This routine solves a Poisson equation, remap result pixels to [0..1] and returns the solution.
459 NB: The input image is first stored inside a square image whose size is (2^j + 1)x(2^j + 1) for some integer j,
460 where j is such that 2^j is the nearest larger dimension corresponding to MAX(image width, image height).
461 @param Laplacian Laplacian image
462 @param ncycle Number of cycles in the multigrid algorithm (usually 2 or 3)
463 @return Returns the solved PDE equations if successful, returns NULL otherwise
464 */
465 FIBITMAP* DLL_CALLCONV
FreeImage_MultigridPoissonSolver(FIBITMAP * Laplacian,int ncycle)466 FreeImage_MultigridPoissonSolver(FIBITMAP *Laplacian, int ncycle) {
467 	if(!FreeImage_HasPixels(Laplacian)) return NULL;
468 
469 	int width = FreeImage_GetWidth(Laplacian);
470 	int height = FreeImage_GetHeight(Laplacian);
471 
472 	// get nearest larger dimension length that is acceptable by the algorithm
473 	int n = MAX(width, height);
474 	int size = 0;
475 	while((n >>= 1) > 0) size++;
476 	if((1 << size) < MAX(width, height)) {
477 		size++;
478 	}
479 	// size must be of the form 2^j + 1 for some integer j
480 	size = 1 + (1 << size);
481 
482 	// allocate a temporary square image I
483 	FIBITMAP *I = FreeImage_AllocateT(FIT_FLOAT, size, size);
484 	if(!I) return NULL;
485 
486 	// copy Laplacian into I and shift pixels to create a boundary
487 	FreeImage_Paste(I, Laplacian, 1, 1, 255);
488 
489 	// solve the PDE equation
490 	fmg_mglin(I, size, ncycle);
491 
492 	// shift pixels back
493 	FIBITMAP *U = FreeImage_Copy(I, 1, 1, width + 1, height + 1);
494 	FreeImage_Unload(I);
495 
496 	// remap pixels to [0..1]
497 	NormalizeY(U, 0, 1);
498 
499 	// copy metadata from src to dst
500 	FreeImage_CloneMetadata(U, Laplacian);
501 
502 	// return the integrated image
503 	return U;
504 }
505 
506