File: testPerformanceLUT.cpp

package info (click to toggle)
visp 3.7.0-7
  • links: PTS, VCS
  • area: main
  • in suites:
  • size: 166,380 kB
  • sloc: cpp: 392,705; ansic: 224,448; xml: 23,444; python: 13,701; java: 4,792; sh: 206; objc: 145; makefile: 118
file content (640 lines) | stat: -rw-r--r-- 23,906 bytes parent folder | download | duplicates (3)
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
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
/*
 * ViSP, open source Visual Servoing Platform software.
 * Copyright (C) 2005 - 2025 by Inria. All rights reserved.
 *
 * This software is free software; you can redistribute it and/or modify
 * it under the terms of the GNU General Public License as published by
 * the Free Software Foundation; either version 2 of the License, or
 * (at your option) any later version.
 * See the file LICENSE.txt at the root directory of this source
 * distribution for additional information about the GNU GPL.
 *
 * For using ViSP with software that can not be combined with the GNU
 * GPL, please contact Inria about acquiring a ViSP Professional
 * Edition License.
 *
 * See https://visp.inria.fr for more information.
 *
 * This software was developed at:
 * Inria Rennes - Bretagne Atlantique
 * Campus Universitaire de Beaulieu
 * 35042 Rennes Cedex
 * France
 *
 * If you have questions regarding the use of this file, please contact
 * Inria at visp@inria.fr
 *
 * This file is provided AS IS with NO WARRANTY OF ANY KIND, INCLUDING THE
 * WARRANTY OF DESIGN, MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE.
 *
 * Description:
 * Test performance between iteration and LUT.
 */

#include <stdio.h>
#include <stdlib.h>
#include <visp3/core/vpImage.h>
#include <visp3/core/vpIoTools.h>
#include <visp3/core/vpMath.h>
#include <visp3/io/vpImageIo.h>
#include <visp3/io/vpParseArgv.h>

#ifdef ENABLE_VISP_NAMESPACE
using namespace VISP_NAMESPACE_NAME;
#endif

/*!
 * \example testPerformanceLUT.cpp
 *
 * \brief Test performance between iteration and LUT.
 */

// List of allowed command line options
#define GETOPTARGS "cdi:o:t:h"

void usage(const char *name, const char *badparam, const std::string &ipath, const std::string &opath,
           const std::string &user);
bool getOptions(int argc, const char **argv, std::string &ipath, std::string &opath, const std::string &user,
                unsigned int &nbThreads);
unsigned char getRandomValues(unsigned char min, unsigned char max);
void generateRandomImage(vpImage<unsigned char> &I, unsigned int min = 0, unsigned int max = 255);
void generateRandomImage(vpImage<vpRGBa> &I, unsigned int min = 0, unsigned int max = 255);
void iterate_method1(vpImage<vpRGBa> &I, double alpha, double beta);
void iterate_method1(vpImage<unsigned char> &I, double alpha, double beta);
void iterate_method2(vpImage<vpRGBa> &I, double alpha, double beta);

/*
 * Print the program options.
 *
 * \param name : Program name.
 * \param badparam : Bad parameter name.
 * \param ipath : Input image path.
 * \param opath : Output image path.
 * \param user : Username.
 */
void usage(const char *name, const char *badparam, const std::string &ipath, const std::string &opath,
           const std::string &user)
{
  fprintf(stdout, "\n\
Test performance between methods to iterate over pixel image.\n\
\n\
SYNOPSIS\n\
  %s [-i <input image path>] [-o <output image path>] [-t <nb threads>]\n\
     [-h]\n\
",
name);

  fprintf(stdout, "\n\
OPTIONS:                                               Default\n\
  -i <input image path>                                %s\n\
     Set image input path.\n\
     From this path read \"Klimt/Klimt.pgm\"\n\
     image.\n\
     Setting the VISP_INPUT_IMAGE_PATH environment\n\
     variable produces the same behaviour than using\n\
     this option.\n\
\n\
  -o <output image path>                               %s\n\
     Set image output path.\n\
     From this directory, creates the \"%s\"\n\
     subdirectory depending on the username, where \n\
     Klimt_grey.pgm output image is written.\n\
\n\
  -t <nb threads>                               \n\
     Set the number of threads to use for the computation.\n\
\n\
  -h\n\
     Print the help.\n\n",
          ipath.c_str(), opath.c_str(), user.c_str());

  if (badparam)
    fprintf(stdout, "\nERROR: Bad parameter [%s]\n", badparam);
}

/*!
 * Set the program options.
 *
 * \param argc : Command line number of parameters.
 * \param argv : Array of command line parameters.
 * \param ipath : Input image path.
 * \param opath : Output image path.
 * \param user : Username.
 * \param nbThreads : Number of threads to use.
 * \return false if the program has to be stopped, true otherwise.
 */
bool getOptions(int argc, const char **argv, std::string &ipath, std::string &opath, const std::string &user,
                unsigned int &nbThreads)
{
  const char *optarg_;
  int c;
  while ((c = vpParseArgv::parse(argc, argv, GETOPTARGS, &optarg_)) > 1) {

    switch (c) {
    case 'i':
      ipath = optarg_;
      break;
    case 'o':
      opath = optarg_;
      break;
    case 't':
      nbThreads = static_cast<unsigned int>(atoi(optarg_));
      break;
    case 'h':
      usage(argv[0], nullptr, ipath, opath, user);
      return false;

    case 'c':
    case 'd':
      break;

    default:
      usage(argv[0], optarg_, ipath, opath, user);
      return false;
    }
  }

  if ((c == 1) || (c == -1)) {
    // standalone param or error
    usage(argv[0], nullptr, ipath, opath, user);
    std::cerr << "ERROR: " << std::endl;
    std::cerr << "  Bad argument " << optarg_ << std::endl << std::endl;
    return false;
  }

  return true;
}

unsigned char getRandomValues(unsigned char min, unsigned char max)
{
  return static_cast<unsigned char>((max - min) * static_cast<double>(rand()) / static_cast<double>(RAND_MAX) + min);
}

void generateRandomImage(vpImage<unsigned char> &I, unsigned int min, unsigned int max)
{
  for (unsigned int i = 0; i < I.getHeight(); ++i) {
    for (unsigned int j = 0; j < I.getWidth(); ++j) {
      I[i][j] = getRandomValues(min, max);
    }
  }
}

void generateRandomImage(vpImage<vpRGBa> &I, unsigned int min, unsigned int max)
{
  for (unsigned int i = 0; i < I.getHeight(); ++i) {
    for (unsigned int j = 0; j < I.getWidth(); ++j) {
      I[i][j].R = getRandomValues(min, max);
      I[i][j].G = getRandomValues(min, max);
      I[i][j].B = getRandomValues(min, max);
      I[i][j].A = getRandomValues(min, max);
    }
  }
}

/*!
 * Iterate over pixels using raw pointer and adjust the pixel intensities with
 * the formula: new_intensity = old_intensity * alpha + beta.
 *
 * \param I : Input color image.
 * \param alpha : Gain.
 * \param beta : Offset.
 */
void iterate_method1(vpImage<vpRGBa> &I, double alpha, double beta)
{
  unsigned int size = I.getWidth() * I.getHeight();
  unsigned char *ptrStart = (unsigned char *)I.bitmap;
  unsigned char *ptrEnd = ptrStart + size * 4;
  unsigned char *ptrCurrent = ptrStart;

  while (ptrCurrent != ptrEnd) {
    *ptrCurrent = vpMath::saturate<unsigned char>((*ptrCurrent) * alpha + beta);
    ++ptrCurrent;
  }
}

/*!
 * Iterate over pixels using raw pointer and adjust the pixel intensities with
 * the formula: new_intensity = old_intensity * alpha + beta.
 *
 * \param I : Input grayscale image.
 * \param alpha : Gain.
 * \param beta : Offset.
 */
void iterate_method1(vpImage<unsigned char> &I, double alpha, double beta)
{
  unsigned int size = I.getWidth() * I.getHeight();
  unsigned char *ptrStart = (unsigned char *)I.bitmap;
  unsigned char *ptrEnd = ptrStart + size;
  unsigned char *ptrCurrent = ptrStart;

  while (ptrCurrent != ptrEnd) {
    *ptrCurrent = vpMath::saturate<unsigned char>((*ptrCurrent) * alpha + beta);
    ++ptrCurrent;
  }
}

/*!
 * Iterate over pixels using a double for loop and adjust the pixel intensities
 * with the formula: new_intensity = old_intensity * alpha + beta.
 *
 * \param I : Input color image.
 * \param alpha : Gain.
 * \param beta : Offset.
 */
void iterate_method2(vpImage<vpRGBa> &I, double alpha, double beta)
{
  for (unsigned int i = 0; i < I.getHeight(); i++) {
    for (unsigned int j = 0; j < I.getWidth(); j++) {
      I[i][j].R = vpMath::saturate<unsigned char>(I[i][j].R * alpha + beta);
      I[i][j].G = vpMath::saturate<unsigned char>(I[i][j].G * alpha + beta);
      I[i][j].B = vpMath::saturate<unsigned char>(I[i][j].B * alpha + beta);
      I[i][j].A = vpMath::saturate<unsigned char>(I[i][j].A * alpha + beta);
    }
  }
}

int main(int argc, const char **argv)
{
  try {
    std::string env_ipath;
    std::string opt_ipath;
    std::string opt_opath;
    std::string ipath;
    std::string opath;
    std::string filename;
    std::string username;
    unsigned int nbThreads = 4;

    // Get the visp-images-data package path or VISP_INPUT_IMAGE_PATH
    // environment variable value
    env_ipath = vpIoTools::getViSPImagesDataPath();

    // Set the default input path
    if (!env_ipath.empty())
      ipath = env_ipath;

// Set the default output path
#if defined(_WIN32)
    opt_opath = "C:/temp";
#else
    opt_opath = "/tmp";
#endif

    // Get the user login name
    vpIoTools::getUserName(username);

    // Read the command line options
    if (getOptions(argc, argv, opt_ipath, opt_opath, username, nbThreads) == false) {
      return EXIT_FAILURE;
    }

    // Get the option values
    if (!opt_ipath.empty())
      ipath = opt_ipath;
    if (!opt_opath.empty())
      opath = opt_opath;

    // Append to the output path string, the login name of the user
    opath = vpIoTools::createFilePath(opath, username);

    // Test if the output path exist. If no try to create it
    if (vpIoTools::checkDirectory(opath) == false) {
      try {
        // Create the dirname
        vpIoTools::makeDirectory(opath);
      }
      catch (...) {
        usage(argv[0], nullptr, ipath, opt_opath, username);
        std::cerr << std::endl << "ERROR:" << std::endl;
        std::cerr << "  Cannot create " << opath << std::endl;
        std::cerr << "  Check your -o " << opt_opath << " option " << std::endl;
        return EXIT_FAILURE;
      }
    }

    // Compare ipath and env_ipath. If they differ, we take into account
    // the input path coming from the command line option
    if (!opt_ipath.empty() && !env_ipath.empty()) {
      if (ipath != env_ipath) {
        std::cout << std::endl << "WARNING: " << std::endl;
        std::cout << "  Since -i <visp image path=" << ipath << "> "
          << "  is different from VISP_IMAGE_PATH=" << env_ipath << std::endl
          << "  we skip the environment variable." << std::endl;
      }
    }

    // Test if an input path is set
    if (opt_ipath.empty() && env_ipath.empty()) {
      usage(argv[0], nullptr, ipath, opt_opath, username);
      std::cerr << std::endl << "ERROR:" << std::endl;
      std::cerr << "  Use -i <visp image path> option or set VISP_INPUT_IMAGE_PATH " << std::endl
        << "  environment variable to specify the location of the " << std::endl
        << "  image path where test images are located." << std::endl
        << std::endl;
      return EXIT_FAILURE;
    }

    double alpha = 1.5, beta = -30.0;
    unsigned int nbIterations = 10;

    //
    // Here starts really the test
    //
    if (1) {
      std::cout << "\n** Test LUT on color image" << std::endl;
      // Create a color image
      vpImage<vpRGBa> I_iterate1, I_iterate2, I_lut;

      // Load a color image from the disk
      filename = vpIoTools::createFilePath(ipath, "Klimt/Klimt.ppm");
      std::cout << "Read image: " << filename << std::endl;
      vpImageIo::read(I_iterate1, filename);
      vpImageIo::read(I_iterate2, filename);
      vpImageIo::read(I_lut, filename);

      std::cout << "Image size: " << I_iterate1.getWidth() << "x" << I_iterate1.getHeight() << std::endl;

      // Iterate method 1
      std::cout << "Run test n°1 " << nbIterations << " times" << std::endl;
      double t_iterate1 = vpTime::measureTimeMs();
      for (unsigned int cpt = 0; cpt < nbIterations; cpt++) {
        iterate_method1(I_iterate1, alpha, beta);
      }
      t_iterate1 = vpTime::measureTimeMs() - t_iterate1;
      std::cout << "  Total time: " << t_iterate1 << " ms ; Mean time: "
        << (t_iterate1 / nbIterations) << " ms" << std::endl;

      filename = vpIoTools::createFilePath(opath, "Klimt_performance_iterate1.ppm");
      std::cout << "  Save " << filename << std::endl;
      vpImageIo::write(I_iterate1, filename);

      // Iterate method 2
      std::cout << "Run test n°2 " << nbIterations << " times" << std::endl;
      double t_iterate2 = vpTime::measureTimeMs();
      for (unsigned int cpt = 0; cpt < nbIterations; cpt++) {
        iterate_method2(I_iterate2, alpha, beta);
      }
      t_iterate2 = vpTime::measureTimeMs() - t_iterate2;
      std::cout << "  Total time: " << t_iterate2 << " ms ; Mean time: " << (t_iterate2 / nbIterations) << " ms" << std::endl;

      filename = vpIoTools::createFilePath(opath, "Klimt_performance_iterate2.ppm");
      std::cout << "  Save " << filename << std::endl;
      vpImageIo::write(I_iterate2, filename);

      // Construct the LUT
      vpRGBa lut[256];
      for (unsigned int i = 0; i < 256; i++) {
        lut[i].R = vpMath::saturate<unsigned char>(alpha * i + beta);
        lut[i].G = vpMath::saturate<unsigned char>(alpha * i + beta);
        lut[i].B = vpMath::saturate<unsigned char>(alpha * i + beta);
        lut[i].A = vpMath::saturate<unsigned char>(alpha * i + beta);
      }

      // LUT method
      std::cout << "Run test n°3 " << nbIterations << " times" << std::endl;
      double t_lut = vpTime::measureTimeMs();
      for (unsigned int cpt = 0; cpt < nbIterations; cpt++) {
        I_lut.performLut(lut, nbThreads);
      }
      t_lut = vpTime::measureTimeMs() - t_lut;
      std::cout << "  Total time: " << t_lut << " ms ; Mean time: " << (t_lut / nbIterations) << " ms" << std::endl;

      filename = vpIoTools::createFilePath(opath, "Klimt_performance_lut.ppm");
      std::cout << "  Save " << filename << std::endl;
      vpImageIo::write(I_lut, filename);

      if ((I_iterate1 == I_iterate2) && (I_iterate1 == I_lut)) {
        std::cerr << "Color images are the same" << std::endl;
      }
      else {
        std::cerr << "Color images are different!" << std::endl;
        std::cout << "Test failed" << std::endl;
        return EXIT_FAILURE;
      }
    }
    {
      // Test LUT on grayscale image
      std::cout << "\n** Test LUT on grayscale image" << std::endl;
      vpImage<unsigned char> I_iterate_grayscale1, I_lut_grayscale;

      // Load a grayscale image from the disk
      filename = vpIoTools::createFilePath(ipath, "Klimt/Klimt.pgm");
      std::cout << "Read image: " << filename << std::endl;
      vpImageIo::read(I_iterate_grayscale1, filename);
      vpImageIo::read(I_lut_grayscale, filename);

      std::cout << "Image size: " << I_lut_grayscale.getWidth() << "x" << I_lut_grayscale.getHeight() << std::endl;

      // Iterate method 1 on grayscale
      std::cout << "Run test n°1 " << nbIterations << " times" << std::endl;
      double t_iterate_grayscale1 = vpTime::measureTimeMs();
      for (unsigned int cpt = 0; cpt < nbIterations; cpt++) {
        iterate_method1(I_iterate_grayscale1, alpha, beta);
      }
      t_iterate_grayscale1 = vpTime::measureTimeMs() - t_iterate_grayscale1;
      std::cout << "  Total time: " << t_iterate_grayscale1 << " ms ; Mean time: "
        << (t_iterate_grayscale1 / nbIterations) << " ms" << std::endl;

      filename = vpIoTools::createFilePath(opath, "Klimt_performance_iterate1_grayscale.pgm");
      std::cout << "  Save result in " << filename << std::endl;
      vpImageIo::write(I_iterate_grayscale1, filename);

      // Construct the LUT
      unsigned char lut[256];
      for (unsigned int i = 0; i < 256; i++) {
        lut[i] = vpMath::saturate<unsigned char>(alpha * i + beta);
      }

      // LUT method on grayscale
      std::cout << "Run test n°2 " << nbIterations << " times with " << nbThreads << " threads" << std::endl;
      double t_lut_grayscale = vpTime::measureTimeMs();
      for (unsigned int cpt = 0; cpt < nbIterations; cpt++) {
        I_lut_grayscale.performLut(lut, nbThreads);
      }
      t_lut_grayscale = vpTime::measureTimeMs() - t_lut_grayscale;
      std::cout << "  Total time: " << t_lut_grayscale << " ms ; Mean time: "
        << (t_lut_grayscale / nbIterations) << " ms" << std::endl;

      filename = vpIoTools::createFilePath(opath, "Klimt_performance_lut_grayscale.pgm");
      std::cout << "  Save result in " << filename << std::endl;
      vpImageIo::write(I_lut_grayscale, filename);

      // Check grayscale image
      if (I_lut_grayscale == I_iterate_grayscale1) {
        std::cout << "Grayscale images are same" << std::endl;
      }
      else {
        std::cerr << "Grayscale images are different!" << std::endl;
        std::cout << "Test failed" << std::endl;
        return EXIT_FAILURE;
      }
    }
    {
      std::cout << "\n** Test multi-threaded LUT on color image" << std::endl;
      vpImage<vpRGBa> I_lut_multi, I_lut_single;

      // Load a color image from the disk
      filename = vpIoTools::createFilePath(ipath, "Klimt/Klimt.ppm");
      std::cout << "Read image: " << filename << std::endl;
      vpImageIo::read(I_lut_multi, filename);

      // Construct the LUT
      vpRGBa lut[256];
      for (unsigned int i = 0; i < 256; i++) {
        lut[i].R = vpMath::saturate<unsigned char>(alpha * i + beta);
        lut[i].G = vpMath::saturate<unsigned char>(alpha * i + beta);
        lut[i].B = vpMath::saturate<unsigned char>(alpha * i + beta);
        lut[i].A = vpMath::saturate<unsigned char>(alpha * i + beta);
      }

      // Computation time on color image
      std::cout << "Run test n°1 " << nbIterations* 10 << " times with " << nbThreads << " threads" << std::endl;
      double t_lut_multithread = vpTime::measureTimeMs();
      for (unsigned int cpt = 0; cpt < nbIterations * 10; cpt++) {
        I_lut_multi.performLut(lut, nbThreads);
      }
      t_lut_multithread = vpTime::measureTimeMs() - t_lut_multithread;

      filename = vpIoTools::createFilePath(opath, "Klimt_performance_color_multi.ppm");
      std::cout << "  Save result in " << filename << std::endl;
      vpImageIo::write(I_lut_multi, filename);

      vpImageIo::read(I_lut_single, filename);

      std::cout << "Run test n°2 " << nbIterations* 10 << " times in a single thread" << std::endl;
      double t_lut_singlethread = vpTime::measureTimeMs();
      for (unsigned int cpt = 0; cpt < nbIterations * 10; cpt++) {
        I_lut_single.performLut(lut, 1);
      }
      t_lut_singlethread = vpTime::measureTimeMs() - t_lut_singlethread;

      filename = vpIoTools::createFilePath(opath, "Klimt_performance_color_single.ppm");
      std::cout << "  Save result in " << filename << std::endl;
      vpImageIo::write(I_lut_single, filename);

      // Check color image
      if (I_lut_multi == I_lut_single) {
        std::cout << "Color images are the same" << std::endl;
        std::cout << "Single-thread / multi-thread (color) gain: " << t_lut_singlethread / t_lut_multithread << std::endl;
      }
      else {
        std::cerr << "Color images are different!" << std::endl;
        std::cout << "Test failed" << std::endl;
        return EXIT_FAILURE;
      }
    }
    {
      std::cout << "\n** Test multi-threaded LUT on gray image" << std::endl;
      vpImage<unsigned char> I_lut_grayscale_multi, I_lut_grayscale_single;

      // Load a gray image from the disk
      filename = vpIoTools::createFilePath(ipath, "Klimt/Klimt.pgm");

      std::cout << "Read image: " << filename << std::endl;
      vpImageIo::read(I_lut_grayscale_multi, filename);

      // Construct the LUT
      unsigned char lut[256];
      for (unsigned int i = 0; i < 256; i++) {
        lut[i] = vpMath::saturate<unsigned char>(alpha * i + beta);
      }

      // Computation time on grayscale image
      std::cout << "Run test n°1 " << nbIterations* 10 << " times with " << nbThreads << " threads" << std::endl;
      double t_lut_multithread = vpTime::measureTimeMs();
      for (unsigned int cpt = 0; cpt < nbIterations * 10; cpt++) {
        I_lut_grayscale_multi.performLut(lut, nbThreads);
      }
      t_lut_multithread = vpTime::measureTimeMs() - t_lut_multithread;

      filename = vpIoTools::createFilePath(opath, "Klimt_performance_gray_multi.pgm");
      std::cout << "  Save result in " << filename << std::endl;
      vpImageIo::write(I_lut_grayscale_multi, filename);

      vpImageIo::read(I_lut_grayscale_single, filename);

      std::cout << "Run test n°2 " << nbIterations* 10 << " times in a single thread" << std::endl;
      double t_lut_singlethread = vpTime::measureTimeMs();
      for (unsigned int cpt = 0; cpt < nbIterations * 10; cpt++) {
        I_lut_grayscale_single.performLut(lut, 1);
      }
      t_lut_singlethread = vpTime::measureTimeMs() - t_lut_singlethread;

      filename = vpIoTools::createFilePath(opath, "Klimt_performance_gray_single.pgm");
      std::cout << "  Save result in " << filename << std::endl;
      vpImageIo::write(I_lut_grayscale_single, filename);

      // Check color image
      if (I_lut_grayscale_multi == I_lut_grayscale_single) {
        std::cout << "Gray images are the same" << std::endl;
        std::cout << "Single-thread / multi-thread (color) gain: " << t_lut_singlethread / t_lut_multithread << std::endl;
      }
      else {
        std::cerr << "Color images are different!" << std::endl;
        std::cout << "Test failed" << std::endl;
        return EXIT_FAILURE;
      }
    }
    {
      std::cout << "\n** Test multi-threaded LUT on gray image which size is not divisible by 8" << std::endl;

      // Check performLut with multithreading and image size not divisible by 8
      vpImage<unsigned char> I_test_grayscale_multi(49, 7), I_test_grayscale_single;
      generateRandomImage(I_test_grayscale_multi);
      I_test_grayscale_single = I_test_grayscale_multi;
      // Construct the LUT
      unsigned char lut_grayscale[256];
      for (unsigned int i = 0; i < 256; i++) {
        lut_grayscale[i] = vpMath::saturate<unsigned char>(alpha * i + beta);
      }
      std::cout << "Run test n°1 with " << nbThreads << " threads" << std::endl;
      I_test_grayscale_multi.performLut(lut_grayscale, nbThreads);
      std::cout << "Run test n°2 single threads" << std::endl;
      I_test_grayscale_single.performLut(lut_grayscale, 1);

      // Check gray images
      if (I_test_grayscale_multi == I_test_grayscale_single) {
        std::cout << "Gray images are the same" << std::endl;
      }
      else {
        std::cerr << "Gray images are different!" << std::endl;
        std::cout << "Test failed" << std::endl;
        return EXIT_FAILURE;
      }
    }
    {
      std::cout << "\n** Test multi-threaded LUT on color image which size is not divisible by 8" << std::endl;

      vpImage<vpRGBa> I_test_color_multi(49, 7), I_test_color_single;
      generateRandomImage(I_test_color_multi);
      I_test_color_single = I_test_color_multi;
      // Construct the LUT
      vpRGBa lut_color[256];
      for (unsigned int i = 0; i < 256; i++) {
        lut_color[i].R = vpMath::saturate<unsigned char>(alpha * i + beta);
        lut_color[i].G = vpMath::saturate<unsigned char>(alpha * i + beta);
        lut_color[i].B = vpMath::saturate<unsigned char>(alpha * i + beta);
        lut_color[i].A = vpMath::saturate<unsigned char>(alpha * i + beta);
      }
      std::cout << "Run test n°1 with " << nbThreads << " threads" << std::endl;
      I_test_color_multi.performLut(lut_color, nbThreads);
      std::cout << "Run test n°2 single threads" << std::endl;
      I_test_color_single.performLut(lut_color, 1);

      // Check color images
      if (I_test_color_multi == I_test_color_single) {
        std::cout << "Color images are the same" << std::endl;
      }
      else {
        std::cerr << "Color images are different!" << std::endl;
        std::cout << "Test failed" << std::endl;
        return EXIT_FAILURE;
      }
    }
    std::cout << "Test succeed" << std::endl;
    return EXIT_SUCCESS;
  }
  catch (const vpException &e) {
    std::cerr << "Catch an exception: " << e.what() << std::endl;
    return EXIT_FAILURE;
  }
}