Commit debbaa815e95949046d09fe3cfd96f35a05e1f86
Merge branch 'master' into janus
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README.md
| @@ -11,3 +11,7 @@ To optionally check out a particular [tagged release](https://github.com/biometr | @@ -11,3 +11,7 @@ To optionally check out a particular [tagged release](https://github.com/biometr | ||
| 11 | $ git submodule update | 11 | $ git submodule update |
| 12 | 12 | ||
| 13 | **[Build Instructions](http://openbiometrics.org/doxygen/latest/installation.html)** | 13 | **[Build Instructions](http://openbiometrics.org/doxygen/latest/installation.html)** |
| 14 | + | ||
| 15 | + | ||
| 16 | +[](https://bitdeli.com/free "Bitdeli Badge") | ||
| 17 | + |
openbr/openbr.cpp
| @@ -323,6 +323,18 @@ unsigned char *br_unload_img(br_template tmpl) | @@ -323,6 +323,18 @@ unsigned char *br_unload_img(br_template tmpl) | ||
| 323 | return t->m().data; | 323 | return t->m().data; |
| 324 | } | 324 | } |
| 325 | 325 | ||
| 326 | +void br_free_template(br_template tmpl) | ||
| 327 | +{ | ||
| 328 | + Template *t = reinterpret_cast<Template*>(tmpl); | ||
| 329 | + delete t; | ||
| 330 | +} | ||
| 331 | + | ||
| 332 | +void br_free_template_list(br_template_list tl) | ||
| 333 | +{ | ||
| 334 | + TemplateList *realTL = reinterpret_cast<TemplateList*>(tl); | ||
| 335 | + delete realTL; | ||
| 336 | +} | ||
| 337 | + | ||
| 326 | int br_img_rows(br_template tmpl) | 338 | int br_img_rows(br_template tmpl) |
| 327 | { | 339 | { |
| 328 | Template *t = reinterpret_cast<Template*>(tmpl); | 340 | Template *t = reinterpret_cast<Template*>(tmpl); |
openbr/openbr.h
| @@ -452,6 +452,14 @@ BR_EXPORT br_template br_load_img(const char *data, int len); | @@ -452,6 +452,14 @@ BR_EXPORT br_template br_load_img(const char *data, int len); | ||
| 452 | */ | 452 | */ |
| 453 | BR_EXPORT unsigned char* br_unload_img(br_template tmpl); | 453 | BR_EXPORT unsigned char* br_unload_img(br_template tmpl); |
| 454 | /*! | 454 | /*! |
| 455 | + * \brief Free a br::Template's memory. | ||
| 456 | + */ | ||
| 457 | +BR_EXPORT void br_free_template(br_template tmpl); | ||
| 458 | +/*! | ||
| 459 | + * \brief Free a br::TemplateList's memory. | ||
| 460 | + */ | ||
| 461 | +BR_EXPORT void br_free_template_list(br_template_list tl); | ||
| 462 | +/*! | ||
| 455 | * \brief Get the number of rows in an image. | 463 | * \brief Get the number of rows in an image. |
| 456 | * \param tmpl Pointer to a br::Template. | 464 | * \param tmpl Pointer to a br::Template. |
| 457 | */ | 465 | */ |
openbr/plugins/slidingwindow.cpp
| @@ -38,7 +38,7 @@ static float getAspectRatio(const TemplateList &data) | @@ -38,7 +38,7 @@ static float getAspectRatio(const TemplateList &data) | ||
| 38 | * Discards negative detections. | 38 | * Discards negative detections. |
| 39 | * \author Austin Blanton \cite imaus10 | 39 | * \author Austin Blanton \cite imaus10 |
| 40 | */ | 40 | */ |
| 41 | -class SlidingWindowTransform : public MetaTransform | 41 | +class SlidingWindowTransform : public Transform |
| 42 | { | 42 | { |
| 43 | Q_OBJECT | 43 | Q_OBJECT |
| 44 | Q_PROPERTY(br::Transform *transform READ get_transform WRITE set_transform RESET reset_transform STORED false) | 44 | Q_PROPERTY(br::Transform *transform READ get_transform WRITE set_transform RESET reset_transform STORED false) |
| @@ -46,7 +46,7 @@ class SlidingWindowTransform : public MetaTransform | @@ -46,7 +46,7 @@ class SlidingWindowTransform : public MetaTransform | ||
| 46 | Q_PROPERTY(bool takeFirst READ get_takeFirst WRITE set_takeFirst RESET reset_takeFirst STORED false) | 46 | Q_PROPERTY(bool takeFirst READ get_takeFirst WRITE set_takeFirst RESET reset_takeFirst STORED false) |
| 47 | Q_PROPERTY(float threshold READ get_threshold WRITE set_threshold RESET reset_threshold STORED false) | 47 | Q_PROPERTY(float threshold READ get_threshold WRITE set_threshold RESET reset_threshold STORED false) |
| 48 | Q_PROPERTY(float stepFraction READ get_stepFraction WRITE set_stepFraction RESET reset_stepFraction STORED false) | 48 | Q_PROPERTY(float stepFraction READ get_stepFraction WRITE set_stepFraction RESET reset_stepFraction STORED false) |
| 49 | - Q_PROPERTY(int ignoreBorder READ get_ignoreBorder WRITE set_ignoreBorder RESET reset_ignoreBorder STORED false) | 49 | + Q_PROPERTY(int ignoreBorder READ get_ignoreBorder WRITE set_ignoreBorder RESET reset_ignoreBorder STORED true) |
| 50 | BR_PROPERTY(br::Transform *, transform, NULL) | 50 | BR_PROPERTY(br::Transform *, transform, NULL) |
| 51 | BR_PROPERTY(int, windowWidth, 24) | 51 | BR_PROPERTY(int, windowWidth, 24) |
| 52 | BR_PROPERTY(bool, takeFirst, false) | 52 | BR_PROPERTY(bool, takeFirst, false) |
| @@ -56,9 +56,11 @@ class SlidingWindowTransform : public MetaTransform | @@ -56,9 +56,11 @@ class SlidingWindowTransform : public MetaTransform | ||
| 56 | 56 | ||
| 57 | private: | 57 | private: |
| 58 | int windowHeight; | 58 | int windowHeight; |
| 59 | + bool skipProject; | ||
| 59 | 60 | ||
| 60 | void train(const TemplateList &data) | 61 | void train(const TemplateList &data) |
| 61 | { | 62 | { |
| 63 | + skipProject = true; | ||
| 62 | float aspectRatio = data.first().file.get<float>("aspectRatio", -1); | 64 | float aspectRatio = data.first().file.get<float>("aspectRatio", -1); |
| 63 | if (aspectRatio == -1) | 65 | if (aspectRatio == -1) |
| 64 | aspectRatio = getAspectRatio(data); | 66 | aspectRatio = getAspectRatio(data); |
| @@ -91,44 +93,40 @@ private: | @@ -91,44 +93,40 @@ private: | ||
| 91 | 93 | ||
| 92 | void project(const Template &src, Template &dst) const | 94 | void project(const Template &src, Template &dst) const |
| 93 | { | 95 | { |
| 94 | - (void)src;(void)dst;qFatal("don't do that"); | ||
| 95 | - } | ||
| 96 | - | ||
| 97 | - void project(const TemplateList &src, TemplateList &dst) const | ||
| 98 | - { | ||
| 99 | - float scale = src.first().file.get<float>("scale", 1); | 96 | + float scale = src.file.get<float>("scale", 1); |
| 100 | projectHelp(src, dst, windowWidth, windowHeight, scale); | 97 | projectHelp(src, dst, windowWidth, windowHeight, scale); |
| 101 | } | 98 | } |
| 102 | 99 | ||
| 103 | -protected: | ||
| 104 | - void projectHelp(const TemplateList &src, TemplateList &dst, int windowWidth, int windowHeight, float scale = 1) const | ||
| 105 | - { | ||
| 106 | - // no need to slide a window over ground truth data | ||
| 107 | - if (src.first().file.getBool("Train", false)) { | 100 | + protected: |
| 101 | + void projectHelp(const Template &src, Template &dst, int windowWidth, int windowHeight, float scale = 1) const | ||
| 102 | + { | ||
| 103 | + | ||
| 104 | + dst = src; | ||
| 105 | + if (skipProject) { | ||
| 108 | dst = src; | 106 | dst = src; |
| 109 | return; | 107 | return; |
| 110 | } | 108 | } |
| 111 | 109 | ||
| 112 | - foreach (const Template &t, src) { | ||
| 113 | - for (float y = 0; y + windowHeight < t.m().rows; y += windowHeight*stepFraction) { | ||
| 114 | - for (float x = 0; x + windowWidth < t.m().cols; x += windowWidth*stepFraction) { | ||
| 115 | - Mat windowMat(t.m(), Rect(x + ignoreBorder, y + ignoreBorder, windowWidth - ignoreBorder * 2, windowHeight - ignoreBorder * 2)); | ||
| 116 | - Template detect; | ||
| 117 | - transform->project(Template(t.file, windowMat), detect); | ||
| 118 | - | ||
| 119 | - // the result will be the only value in the Mat | ||
| 120 | - float conf = detect.m().at<float>(0); | ||
| 121 | - if (conf > threshold) { | ||
| 122 | - detect.file.set("Detection", QRectF(x*scale, y*scale, windowWidth*scale, windowHeight*scale)); | ||
| 123 | - detect.file.set("Confidence", conf); | ||
| 124 | - detect.file.clearRects(); | ||
| 125 | - dst.append(detect); | ||
| 126 | - if (takeFirst) | ||
| 127 | - return; | ||
| 128 | - } | 110 | + Template windowTemplate(src.file, src); |
| 111 | + QList<float> confidences = dst.file.getList<float>("Confidences", QList<float>()); | ||
| 112 | + for (float y = 0; y + windowHeight < src.m().rows; y += windowHeight*stepFraction) { | ||
| 113 | + for (float x = 0; x + windowWidth < src.m().cols; x += windowWidth*stepFraction) { | ||
| 114 | + Mat windowMat(src, Rect(x + ignoreBorder, y + ignoreBorder, windowWidth - ignoreBorder * 2, windowHeight - ignoreBorder * 2)); | ||
| 115 | + windowTemplate.replace(0,windowMat); | ||
| 116 | + Template detect; | ||
| 117 | + transform->project(windowTemplate, detect); | ||
| 118 | + float conf = detect.m().at<float>(0); | ||
| 119 | + | ||
| 120 | + // the result will be in the Label | ||
| 121 | + if (conf > threshold) { | ||
| 122 | + dst.file.appendRect(QRectF(x*scale, y*scale, windowWidth*scale, windowHeight*scale)); | ||
| 123 | + confidences.append(conf); | ||
| 124 | + if (takeFirst) | ||
| 125 | + return; | ||
| 129 | } | 126 | } |
| 130 | } | 127 | } |
| 131 | } | 128 | } |
| 129 | + dst.file.setList<float>("Confidences", confidences); | ||
| 132 | } | 130 | } |
| 133 | }; | 131 | }; |
| 134 | 132 | ||
| @@ -144,7 +142,8 @@ class IntegralSlidingWindowTransform : public SlidingWindowTransform | @@ -144,7 +142,8 @@ class IntegralSlidingWindowTransform : public SlidingWindowTransform | ||
| 144 | { | 142 | { |
| 145 | Q_OBJECT | 143 | Q_OBJECT |
| 146 | 144 | ||
| 147 | - void project(const TemplateList &src, TemplateList &dst) const | 145 | + private: |
| 146 | + void project(const Template &src, Template &dst) const | ||
| 148 | { | 147 | { |
| 149 | // TODO: call SlidingWindowTransform::project on multiple scales | 148 | // TODO: call SlidingWindowTransform::project on multiple scales |
| 150 | SlidingWindowTransform::projectHelp(src, dst, 24, 24); | 149 | SlidingWindowTransform::projectHelp(src, dst, 24, 24); |
| @@ -217,10 +216,10 @@ static TemplateList cropTrainingSamples(const TemplateList &data, const float as | @@ -217,10 +216,10 @@ static TemplateList cropTrainingSamples(const TemplateList &data, const float as | ||
| 217 | 216 | ||
| 218 | /*! | 217 | /*! |
| 219 | * \ingroup transforms | 218 | * \ingroup transforms |
| 220 | - * \brief Pass along images at different scales. | 219 | + * \brief . |
| 221 | * \author Austin Blanton \cite imaus10 | 220 | * \author Austin Blanton \cite imaus10 |
| 222 | */ | 221 | */ |
| 223 | -class BuildScalesTransform : public MetaTransform | 222 | +class BuildScalesTransform : public Transform |
| 224 | { | 223 | { |
| 225 | Q_OBJECT | 224 | Q_OBJECT |
| 226 | Q_PROPERTY(br::Transform *transform READ get_transform WRITE set_transform RESET reset_transform STORED false) | 225 | Q_PROPERTY(br::Transform *transform READ get_transform WRITE set_transform RESET reset_transform STORED false) |
| @@ -243,9 +242,11 @@ class BuildScalesTransform : public MetaTransform | @@ -243,9 +242,11 @@ class BuildScalesTransform : public MetaTransform | ||
| 243 | private: | 242 | private: |
| 244 | float aspectRatio; | 243 | float aspectRatio; |
| 245 | int windowHeight; | 244 | int windowHeight; |
| 245 | + bool skipProject; | ||
| 246 | 246 | ||
| 247 | void train(const TemplateList &data) | 247 | void train(const TemplateList &data) |
| 248 | { | 248 | { |
| 249 | + skipProject = true; | ||
| 249 | aspectRatio = getAspectRatio(data); | 250 | aspectRatio = getAspectRatio(data); |
| 250 | windowHeight = qRound(windowWidth / aspectRatio); | 251 | windowHeight = qRound(windowWidth / aspectRatio); |
| 251 | if (transform->trainable) { | 252 | if (transform->trainable) { |
| @@ -262,38 +263,29 @@ private: | @@ -262,38 +263,29 @@ private: | ||
| 262 | 263 | ||
| 263 | void project(const Template &src, Template &dst) const | 264 | void project(const Template &src, Template &dst) const |
| 264 | { | 265 | { |
| 265 | - (void)src;(void)dst;qFatal("please don't"); | ||
| 266 | - } | ||
| 267 | - | ||
| 268 | - void project(const TemplateList &src, TemplateList &dst) const | ||
| 269 | - { | ||
| 270 | - // do not scale images during training | ||
| 271 | - if (src.first().file.getBool("Train", false)) { | 266 | + dst = src; |
| 267 | + if (skipProject) { | ||
| 272 | dst = src; | 268 | dst = src; |
| 273 | return; | 269 | return; |
| 274 | } | 270 | } |
| 275 | 271 | ||
| 276 | - foreach(const Template &t, src) { | ||
| 277 | - int rows = t.m().rows; | ||
| 278 | - int cols = t.m().cols; | ||
| 279 | - int windowHeight = (int) qRound((float) windowWidth / aspectRatio); | ||
| 280 | - float startScale; | ||
| 281 | - if ((cols / rows) > aspectRatio) | ||
| 282 | - startScale = qRound((float) rows / (float) windowHeight); | ||
| 283 | - else | ||
| 284 | - startScale = qRound((float) cols / (float) windowWidth); | ||
| 285 | - for (float scale = startScale; scale >= minScale; scale -= (1.0 - scaleFactor)) { | ||
| 286 | - Template scaleImg(t.file, Mat()); | ||
| 287 | - scaleImg.file.set("scale", scale); | ||
| 288 | - resize(t.m(), scaleImg.m(), Size(qRound(cols / scale), qRound(rows / scale))); | ||
| 289 | - TemplateList results; | ||
| 290 | - TemplateList input; | ||
| 291 | - input.append(scaleImg); | ||
| 292 | - transform->project(input, results); | ||
| 293 | - dst.append(results); | ||
| 294 | - if (takeLargestScale && !dst.empty()) | ||
| 295 | - return; | ||
| 296 | - } | 272 | + int rows = src.m().rows; |
| 273 | + int cols = src.m().cols; | ||
| 274 | + int windowHeight = (int) qRound((float) windowWidth / aspectRatio); | ||
| 275 | + | ||
| 276 | + float startScale; | ||
| 277 | + if ((cols / rows) > aspectRatio) | ||
| 278 | + startScale = qRound((float) rows / (float) windowHeight); | ||
| 279 | + else | ||
| 280 | + startScale = qRound((float) cols / (float) windowWidth); | ||
| 281 | + | ||
| 282 | + for (float scale = startScale; scale >= minScale; scale -= (1.0 - scaleFactor)) { | ||
| 283 | + Template scaleImg(dst.file, Mat()); | ||
| 284 | + scaleImg.file.set("scale", scale); | ||
| 285 | + resize(src, scaleImg, Size(qRound(cols / scale), qRound(rows / scale))); | ||
| 286 | + transform->project(scaleImg, dst); | ||
| 287 | + if (takeLargestScale && !dst.file.rects().empty()) | ||
| 288 | + return; | ||
| 297 | } | 289 | } |
| 298 | } | 290 | } |
| 299 | 291 | ||
| @@ -384,21 +376,12 @@ private: | @@ -384,21 +376,12 @@ private: | ||
| 384 | 376 | ||
| 385 | void project(const Template &src, Template &dst) const | 377 | void project(const Template &src, Template &dst) const |
| 386 | { | 378 | { |
| 387 | - (void)src;(void)dst;qFatal("nope"); | ||
| 388 | - } | ||
| 389 | - | ||
| 390 | - void project(const TemplateList &src, TemplateList &dst) const | ||
| 391 | - { | ||
| 392 | - QList<Rect> rects; | ||
| 393 | - QList<float> confidences; | ||
| 394 | - foreach (const Template &t, src) { | ||
| 395 | - if (t.file.contains("Detection")) { | ||
| 396 | - rects.append(OpenCVUtils::toRect(t.file.get<QRectF>("Detection"))); | ||
| 397 | - confidences.append(t.file.get<float>("Confidence")); | ||
| 398 | - } | ||
| 399 | - } | 379 | + dst = src; |
| 380 | + if (!dst.file.contains("Confidences")) | ||
| 381 | + return; | ||
| 400 | 382 | ||
| 401 | - // Compute overlap between rectangles and create discrete Laplacian matrix | 383 | + //Compute overlap between rectangles and create discrete Laplacian matrix |
| 384 | + QList<Rect> rects = OpenCVUtils::toRects(src.file.rects()); | ||
| 402 | int n = rects.size(); | 385 | int n = rects.size(); |
| 403 | if (n == 0) | 386 | if (n == 0) |
| 404 | return; | 387 | return; |
| @@ -462,6 +445,7 @@ private: | @@ -462,6 +445,7 @@ private: | ||
| 462 | cnts[i] = 0; | 445 | cnts[i] = 0; |
| 463 | } | 446 | } |
| 464 | 447 | ||
| 448 | + QList<float> confidences = dst.file.getList<float>("Confidences"); | ||
| 465 | for (int i = 0; i < n; i++) { | 449 | for (int i = 0; i < n; i++) { |
| 466 | mx = 0.0; | 450 | mx = 0.0; |
| 467 | mxIdx = -1; | 451 | mxIdx = -1; |
| @@ -496,13 +480,6 @@ private: | @@ -496,13 +480,6 @@ private: | ||
| 496 | } | 480 | } |
| 497 | } | 481 | } |
| 498 | 482 | ||
| 499 | - for (int i=0; i<consolidatedRects.size(); i++) { | ||
| 500 | - Template t(src.first().file); | ||
| 501 | - t.file.set("Detection", OpenCVUtils::fromRect(consolidatedRects.at(i))); | ||
| 502 | - t.file.set("Confidence", consolidatedConfidences.at(i)); | ||
| 503 | - dst.append(t); | ||
| 504 | - } | ||
| 505 | - | ||
| 506 | delete [] midX; | 483 | delete [] midX; |
| 507 | delete [] midY; | 484 | delete [] midY; |
| 508 | delete [] avgWidth; | 485 | delete [] avgWidth; |
| @@ -510,11 +487,43 @@ private: | @@ -510,11 +487,43 @@ private: | ||
| 510 | delete [] confs; | 487 | delete [] confs; |
| 511 | delete [] cnts; | 488 | delete [] cnts; |
| 512 | 489 | ||
| 490 | + dst.file.setRects(consolidatedRects); | ||
| 491 | + dst.file.setList<float>("Confidences", consolidatedConfidences); | ||
| 513 | } | 492 | } |
| 514 | }; | 493 | }; |
| 515 | 494 | ||
| 516 | BR_REGISTER(Transform, ConsolidateDetectionsTransform) | 495 | BR_REGISTER(Transform, ConsolidateDetectionsTransform) |
| 517 | 496 | ||
| 497 | +/*! | ||
| 498 | + * \ingroup transforms | ||
| 499 | + * \brief For each rectangle bounding box in src, a new | ||
| 500 | + * template is created. | ||
| 501 | + * \author Brendan Klare \cite bklare | ||
| 502 | + */ | ||
| 503 | +class RectsToTemplatesTransform : public UntrainableMetaTransform | ||
| 504 | +{ | ||
| 505 | + Q_OBJECT | ||
| 506 | + | ||
| 507 | +private: | ||
| 508 | + void project(const Template &src, Template &dst) const | ||
| 509 | + { | ||
| 510 | + Template tOut(src.file); | ||
| 511 | + QList<float> confidences = src.file.getList<float>("Confidences"); | ||
| 512 | + QList<QRectF> rects = src.file.rects(); | ||
| 513 | + for (int i = 0; i < rects.size(); i++) { | ||
| 514 | + Mat m(src, OpenCVUtils::toRect(rects[i])); | ||
| 515 | + Template t(src.file, m); | ||
| 516 | + t.file.set("Confidence", confidences[i]); | ||
| 517 | + t.file.clearRects(); | ||
| 518 | + tOut << t; | ||
| 519 | + } | ||
| 520 | + dst = tOut; | ||
| 521 | + } | ||
| 522 | +}; | ||
| 523 | + | ||
| 524 | +BR_REGISTER(Transform, RectsToTemplatesTransform) | ||
| 525 | + | ||
| 526 | + | ||
| 518 | } // namespace br | 527 | } // namespace br |
| 519 | 528 | ||
| 520 | #include "slidingwindow.moc" | 529 | #include "slidingwindow.moc" |