pp5.cpp
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#include <QDebug>
#include <QFileInfo>
#include <QMap>
#include <QMutex>
#include <QSharedPointer>
#include <QString>
#include <QStringList>
#include <QThreadPool>
#include <QVariant>
#include <pittpatt_errors.h>
#include <pittpatt_raw_image_io.h>
#include <pittpatt_sdk.h>
#include <pittpatt_license.h>
#include "openbr_internal.h"
#include "openbr/core/resource.h"
#define TRY(CC) \
{ \
if ((CC) != PPR_SUCCESS) qFatal("%d error (%s, %d): %s.", CC, __FILE__, __LINE__, ppr_error_message(CC)); \
}
#define TRY_VIDEO(CC) \
{ \
if ((CC) != PPR_VIDEO_IO_SUCCESS) qFatal("%d error (%s, %d): %s.", CC, __FILE__, __LINE__, ppr_video_io_error_message(CC)); \
}
#define TRY_RAW_IMAGE(CC) \
{ \
if ((CC) != PPR_RAW_IMAGE_SUCCESS) qFatal("%d error (%s, %d): %s.", CC, __FILE__, __LINE__, ppr_raw_image_error_message(CC)); \
}
using namespace br;
/*!
* \ingroup initializers
* \brief Initialize PP5
* \author Josh Klontz \cite jklontz
* \author E. Taborsky \cite mmtaborsky
* \warning PittPatt 5.x.x is known to NOT work with MinGW-w64 due to a segfault in ppr_initialize_sdk.
*/
class PP5Initializer : public Initializer
{
Q_OBJECT
void initialize() const
{
TRY(ppr_initialize_sdk(qPrintable(Globals->sdkPath + "/share/openbr/models/pp5/"), my_license_id, my_license_key))
Globals->abbreviations.insert("PP5","Open+Expand+PP5Enroll!PP5Gallery");
Globals->abbreviations.insert("PP5Register", "PP5Enroll(true,true,0.02,5,Extended)+RenameFirst([eyeL,PP5_Landmark0_Right_Eye],Affine_0)+RenameFirst([eyeR,PP5_Landmark1_Left_Eye],Affine_1)");
Globals->abbreviations.insert("PP5CropFace", "Open+PP5Enroll(true)+RenameFirst([eyeL,PP5_Landmark0_Right_Eye],Affine_0)+RenameFirst([eyeR,PP5_Landmark1_Left_Eye],Affine_1)+Affine(128,128,0.25,0.35)+Cvt(Gray)");
}
void finalize() const
{
ppr_finalize_sdk();
}
};
BR_REGISTER(Initializer, PP5Initializer)
/*!
* \brief PP5 context
* \author Josh Klontz \cite jklontz
* \author E. Taborsky \cite mmtaborsky
*/
struct PP5Context
{
ppr_context_type context;
PP5Context(bool detectOnly = false, float adaptiveMinSize = 0.01f, int minSize = 4, ppr_landmark_range_type landmarkRange = PPR_LANDMARK_RANGE_COMPREHENSIVE, int searchPruningAggressiveness = 0)
{
ppr_settings_type default_settings = ppr_get_default_settings();
default_settings.detection.adaptive_max_size = 1.f;
default_settings.detection.adaptive_min_size = adaptiveMinSize;
default_settings.detection.detect_best_face_only = !Globals->enrollAll;
default_settings.detection.enable = 1;
default_settings.detection.min_size = minSize;
default_settings.detection.search_pruning_aggressiveness = searchPruningAggressiveness;
default_settings.detection.use_serial_face_detection = 1;
default_settings.landmarks.enable = 1;
default_settings.landmarks.landmark_range = landmarkRange;
default_settings.landmarks.manually_detect_landmarks = 0;
default_settings.recognition.automatically_extract_templates = !detectOnly;
default_settings.recognition.enable_comparison = !detectOnly;
default_settings.recognition.enable_extraction = !detectOnly;
default_settings.recognition.num_comparison_threads = 1;
default_settings.recognition.recognizer = PPR_RECOGNIZER_MULTI_POSE;
TRY(ppr_initialize_context(default_settings, &context))
}
~PP5Context()
{
TRY(ppr_finalize_context(context))
}
static void createRawImage(const cv::Mat &src, ppr_raw_image_type &dst)
{
if (!src.isContinuous()) qFatal("PP5Context::createRawImage requires continuous data.");
else if (src.channels() == 3) ppr_raw_image_create(&dst, src.cols, src.rows, PPR_RAW_IMAGE_BGR24);
else if (src.channels() == 1) ppr_raw_image_create(&dst, src.cols, src.rows, PPR_RAW_IMAGE_GRAY8);
else qFatal("PP5Context::createRawImage invalid channel count.");
memcpy(dst.data, src.data, src.channels()*src.rows*src.cols);
}
void createMat(const ppr_face_type &src, cv::Mat &dst) const
{
ppr_flat_data_type flat_data;
TRY(ppr_flatten_face(context,src,&flat_data))
dst = cv::Mat(1, flat_data.length, CV_8UC1, flat_data.data).clone();
ppr_free_flat_data(flat_data);
}
void createFace(const cv::Mat &src, ppr_face_type *dst) const
{
ppr_flat_data_type flat_data;
flat_data.length = src.cols;
flat_data.data = src.data;
TRY(ppr_unflatten_face(context, flat_data, dst))
}
static QString toString(const ppr_landmark_category_type &category)
{
switch (category) {
case PPR_LANDMARK_CATEGORY_LEFT_EYE:
return "Left_Eye";
case PPR_LANDMARK_CATEGORY_RIGHT_EYE:
return "Right_Eye";
case PPR_LANDMARK_CATEGORY_NOSE_BASE:
return "Nose_Base";
case PPR_LANDMARK_CATEGORY_NOSE_BRIDGE:
return "Nose_Bridge";
case PPR_LANDMARK_CATEGORY_EYE_NOSE:
return "Eye_Nose";
case PPR_LANDMARK_CATEGORY_LEFT_UPPER_CHEEK:
return "Left_Upper_Cheek";
case PPR_LANDMARK_CATEGORY_LEFT_LOWER_CHEEK:
return "Left_Lower_Cheek";
case PPR_LANDMARK_CATEGORY_RIGHT_UPPER_CHEEK:
return "Right_Upper_Cheek";
case PPR_LANDMARK_CATEGORY_RIGHT_LOWER_CHEEK:
return "Right_Lower_Cheek";
case PPR_NUM_LANDMARK_CATEGORIES:
return "Num_Landmark_Categories";
}
return "Unknown";
}
static QMap<QString,QVariant> toMetadata(const ppr_face_type &face)
{
QMap<QString,QVariant> metadata;
ppr_face_attributes_type face_attributes;
ppr_get_face_attributes(face, &face_attributes);
metadata.insert("FrontalFace", QRectF(face_attributes.position.x - face_attributes.dimensions.width/2,
face_attributes.position.y - face_attributes.dimensions.height/2,
face_attributes.dimensions.width,
face_attributes.dimensions.height));
metadata.insert("Confidence", face_attributes.confidence);
metadata.insert("PP5_Face_Roll", face_attributes.rotation.roll);
metadata.insert("PP5_Face_Pitch", face_attributes.rotation.pitch);
metadata.insert("PP5_Face_Yaw", face_attributes.rotation.yaw);
metadata.insert("PP5_Face_HasThumbnail", face_attributes.has_thumbnail);
metadata.insert("PP5_Face_NumLandmarks", face_attributes.num_landmarks);
metadata.insert("PP5_Face_Size", face_attributes.size);
metadata.insert("PP5_TrackingInfo_ConfidenceLevel", face_attributes.tracking_info.confidence_level);
metadata.insert("PP5_TrackingInfo_FrameNumber", face_attributes.tracking_info.frame_number);
metadata.insert("PP5_TrackingInfo_TrackID", face_attributes.tracking_info.track_id);
ppr_landmark_list_type landmark_list;
TRY(ppr_get_face_landmarks(face, &landmark_list))
QList<ppr_landmark_category_type> categories;
categories << PPR_LANDMARK_CATEGORY_RIGHT_EYE
<< PPR_LANDMARK_CATEGORY_LEFT_EYE
<< PPR_LANDMARK_CATEGORY_NOSE_BASE
<< PPR_LANDMARK_CATEGORY_NOSE_BRIDGE
<< PPR_LANDMARK_CATEGORY_EYE_NOSE
<< PPR_LANDMARK_CATEGORY_LEFT_UPPER_CHEEK
<< PPR_LANDMARK_CATEGORY_LEFT_LOWER_CHEEK
<< PPR_LANDMARK_CATEGORY_RIGHT_UPPER_CHEEK
<< PPR_LANDMARK_CATEGORY_RIGHT_LOWER_CHEEK;
for (int i=0; i<categories.size(); i++) {
ppr_landmark_category_type category = categories[i];
QString metadataString = QString("PP5_Landmark%1_%2").arg(QString::number(i), toString(category));
bool found = false;
for (int j=0; j<landmark_list.length; j++) {
ppr_landmark_type &landmark = landmark_list.landmarks[j];
if (landmark.category != category) continue;
metadata.insert(metadataString, QPointF(landmark.position.x, landmark.position.y));
found = true;
break;
}
if (!found) {
metadata.insert(metadataString, QPointF(std::numeric_limits<float>::quiet_NaN(), std::numeric_limits<float>::quiet_NaN()));
}
}
ppr_free_landmark_list(landmark_list);
return metadata;
}
void compareNative(ppr_gallery_type target, const QList<int> &targetIDs, ppr_gallery_type query, const QList<int> &queryIDs, Output *output) const
{
ppr_similarity_matrix_type simmat;
TRY(ppr_compare_galleries(context, query, target, &simmat))
for (int i=0; i<queryIDs.size(); i++) {
int query_subject_id = queryIDs[i];
for (int j=0; j<targetIDs.size(); j++) {
int target_subject_id = targetIDs[j];
float score = -std::numeric_limits<float>::max();
if ((query_subject_id != -1) && (target_subject_id != -1)) {
TRY(ppr_get_subject_similarity_score(context, simmat, query_subject_id, target_subject_id, &score))
}
output->setRelative(score, i, j);
}
}
ppr_free_similarity_matrix(simmat);
}
void enroll(const TemplateList &templates, ppr_gallery_type *gallery, QList<int> &subject_ids) const
{
int subject_id = 0, face_id = 0;
foreach (const Template &src, templates) {
if (!src.empty() && src.m().data) {
foreach (const cv::Mat &m, src) {
ppr_face_type face;
createFace(m, &face);
TRY(ppr_add_face(context, gallery, face, subject_id, face_id))
face_id++;
ppr_free_face(face);
}
subject_ids.append(subject_id);
subject_id++;
} else {
subject_ids.append(-1);
}
}
}
};
/*!
* \ingroup transforms
* \brief Enroll faces in PP5
*
* See PittPatt documentation for the relationship between minSize and pixel IPD.
* \author Josh Klontz \cite jklontz
* \author E. Taborsky \cite mmtaborsky
*/
class PP5EnrollTransform : public UntrainableMetaTransform
{
Q_OBJECT
Q_PROPERTY(bool detectOnly READ get_detectOnly WRITE set_detectOnly RESET reset_detectOnly STORED false)
Q_PROPERTY(bool requireLandmarks READ get_requireLandmarks WRITE set_requireLandmarks RESET reset_requireLandmarks STORED false)
Q_PROPERTY(float adaptiveMinSize READ get_adaptiveMinSize WRITE set_adaptiveMinSize RESET reset_adaptiveMinSize STORED false)
Q_PROPERTY(int minSize READ get_minSize WRITE set_minSize RESET reset_minSize STORED false)
Q_PROPERTY(LandmarkRange landmarkRange READ get_landmarkRange WRITE set_landmarkRange RESET reset_landmarkRange STORED false)
Q_PROPERTY(int searchPruningAggressiveness READ get_searchPruningAggressiveness WRITE set_searchPruningAggressiveness RESET reset_searchPruningAggressiveness STORED false)
public:
enum LandmarkRange
{
Frontal = PPR_LANDMARK_RANGE_FRONTAL,
Extended = PPR_LANDMARK_RANGE_EXTENDED,
Full = PPR_LANDMARK_RANGE_FULL,
Comprehensive = PPR_LANDMARK_RANGE_COMPREHENSIVE
};
Q_ENUMS(LandmarkRange)
private:
BR_PROPERTY(bool, detectOnly, false)
BR_PROPERTY(bool, requireLandmarks, false)
BR_PROPERTY(float, adaptiveMinSize, 0.01f)
BR_PROPERTY(int, minSize, 4)
BR_PROPERTY(LandmarkRange, landmarkRange, Comprehensive)
BR_PROPERTY(int, searchPruningAggressiveness, 0)
Resource<PP5Context> contexts;
struct PP5ContextMaker : public ResourceMaker<PP5Context>
{
PP5ContextMaker(PP5EnrollTransform *pp5EnrollTransform)
: pp5EnrollTransform(pp5EnrollTransform) {}
private:
PP5EnrollTransform *pp5EnrollTransform;
PP5Context *make() const
{
return new PP5Context(pp5EnrollTransform->detectOnly,
pp5EnrollTransform->adaptiveMinSize,
pp5EnrollTransform->minSize,
(ppr_landmark_range_type) pp5EnrollTransform->landmarkRange,
pp5EnrollTransform->searchPruningAggressiveness);
}
};
void init()
{
contexts.setResourceMaker(new PP5ContextMaker(this));
}
void project(const Template &src, Template &dst) const
{
if (Globals->enrollAll)
qFatal("single template project doesn't support enrollAll");
TemplateList srcList;
srcList.append(src);
TemplateList dstList;
project(srcList, dstList);
dst = dstList.first();
}
void project(const TemplateList &srcList, TemplateList &dstList) const
{
// Nothing to do here
if (srcList.empty())
return;
PP5Context *context = contexts.acquire();
foreach (const Template &src, srcList) {
bool foundFace = false;
if (!src.isEmpty()) {
ppr_raw_image_type raw_image;
PP5Context::createRawImage(src, raw_image);
ppr_image_type image;
TRY(ppr_create_image(raw_image, &image))
ppr_face_list_type face_list;
TRY(ppr_detect_faces(context->context, image, &face_list))
for (int i=0; i<face_list.length; i++) {
ppr_face_type face = face_list.faces[i];
if (!detectOnly) {
int extractable;
TRY(ppr_is_template_extractable(context->context, face, &extractable))
if (!extractable)
continue;
}
foundFace = true;
cv::Mat m;
if (detectOnly) {
m = src;
} else {
TRY(ppr_extract_face_template(context->context, image, &face))
context->createMat(face, m);
}
Template dst;
dst.file = src.file;
dst.file.append(PP5Context::toMetadata(face));
if (requireLandmarks) {
QPointF right = dst.file.get<QPointF>("PP5_Landmark0_Right_Eye");
QPointF left = dst.file.get<QPointF>("PP5_Landmark1_Left_Eye");
QPointF nose = dst.file.get<QPointF>("PP5_Landmark2_Nose_Base");
// a number not equaling itself means it's NaN
// there should be no NaNs for the 3 special landmarks
if (dst.file.get<int>("PP5_Face_NumLandmarks") < 3 ||
right.x() != right.x() || right.y() != right.y() ||
left.x() != left.x() || left.y() != left.y() ||
nose.x() != nose.x() || nose.y() != nose.y())
{
dst.file.fte = true;
}
}
dst += m;
dstList.append(dst);
// Found a face, nothing else to do (if we aren't trying to find multiple faces).
if (!Globals->enrollAll)
break;
}
ppr_free_face_list(face_list);
ppr_free_image(image);
ppr_raw_image_free(raw_image);
}
// No faces were detected when we were expecting one, output something with FTE set.
if (!foundFace && !Globals->enrollAll) {
dstList.append(Template(src.file, detectOnly ? src.m() : cv::Mat()));
dstList.last().file.fte = true;
}
}
contexts.release(context);
}
};
BR_REGISTER(Transform, PP5EnrollTransform)
/*!
* \ingroup distances
* \brief Compare templates with PP5
* \author Josh Klontz \cite jklontz
* \author E. Taborsky \cite mmtaborsky
* \note PP5 distance is known to be asymmetric
*/
class PP5CompareDistance : public UntrainableDistance
, public PP5Context
{
Q_OBJECT
struct NativeGallery
{
FileList files;
QList<int> subjectIDs;
ppr_gallery_type gallery;
};
mutable QMap<QString, NativeGallery> cache;
mutable QMutex cacheLock;
~PP5CompareDistance()
{
foreach (const NativeGallery &gallery, cache.values())
ppr_free_gallery(gallery.gallery);
}
float compare(const cv::Mat &target, const cv::Mat &query) const
{
return compare(Template(target), Template(query));
}
float compare(const Template &target, const Template &query) const
{
TemplateList targetList;
targetList.append(target);
TemplateList queryList;
queryList.append(query);
MatrixOutput *score = MatrixOutput::make(targetList.files(), queryList.files());
compare(targetList, queryList, score);
return score->data.at<float>(0);
}
void compare(const TemplateList &target, const TemplateList &query, Output *output) const
{
ppr_gallery_type target_gallery, query_gallery;
ppr_create_gallery(context, &target_gallery);
ppr_create_gallery(context, &query_gallery);
QList<int> target_subject_ids, query_subject_ids;
enroll(target, &target_gallery, target_subject_ids);
enroll(query, &query_gallery, query_subject_ids);
compareNative(target_gallery, target_subject_ids, query_gallery, query_subject_ids, output);
ppr_free_gallery(target_gallery);
ppr_free_gallery(query_gallery);
}
NativeGallery cacheRetain(const File &gallery) const
{
QMutexLocker locker(&cacheLock);
NativeGallery nativeGallery;
if (cache.contains(gallery.name)) {
nativeGallery = cache[gallery.name];
} else {
ppr_create_gallery(context, &nativeGallery.gallery);
TemplateList templates = TemplateList::fromGallery(gallery);
enroll(templates, &nativeGallery.gallery, nativeGallery.subjectIDs);
nativeGallery.files = templates.files();
if (gallery.get<bool>("retain"))
cache.insert(gallery.name, nativeGallery);
}
return nativeGallery;
}
void cacheRelease(const File &gallery, const NativeGallery &nativeGallery) const
{
QMutexLocker locker(&cacheLock);
if (cache.contains(gallery.name)) {
if (gallery.get<bool>("release")) {
cache.remove(gallery.name);
ppr_free_gallery(nativeGallery.gallery);
}
} else {
ppr_free_gallery(nativeGallery.gallery);
}
}
bool compare(const File &targetGallery, const File &queryGallery, const File &output) const
{
if (!targetGallery.get<bool>("native") || !queryGallery.get<bool>("native"))
return false;
NativeGallery nativeTarget = cacheRetain(targetGallery);
NativeGallery nativeQuery = cacheRetain(queryGallery);
QScopedPointer<Output> o(Output::make(output, nativeTarget.files, nativeQuery.files));
o->setBlock(0, 0);
compareNative(nativeTarget.gallery, nativeTarget.subjectIDs, nativeQuery.gallery, nativeQuery.subjectIDs, o.data());
cacheRelease(targetGallery, nativeTarget);
cacheRelease(queryGallery, nativeQuery);
return true;
}
};
BR_REGISTER(Distance, PP5CompareDistance)
class PP5GalleryTransform: public UntrainableMetaTransform
, public PP5Context
{
Q_OBJECT
Q_PROPERTY(QString galleryName READ get_galleryName WRITE set_galleryName RESET reset_galleryName STORED false)
BR_PROPERTY(QString, galleryName, "")
ppr_gallery_type target;
QList<int> targetIDs;
TemplateList gallery;
void project(const Template &src, Template &dst) const
{
TemplateList temp, output;
temp.append(src);
project(temp, output);
if (!output.empty())
dst = output[0];
}
void project(const TemplateList &src, TemplateList &dst) const
{
dst.clear();
QList<int> queryIDs;
ppr_gallery_type query;
ppr_create_gallery(context, &query);
enroll(src,&query, queryIDs);
ppr_similarity_matrix_type simmat;
TRY(ppr_compare_galleries(context, query, target, &simmat))
for (int i=0; i<queryIDs.size(); i++) {
dst.append(Template());
dst[i].file = src[i].file;
dst[i].m() = cv::Mat(1,targetIDs.size(), CV_32FC1);
int query_subject_id = queryIDs[i];
for (int j=0; j<targetIDs.size(); j++) {
int target_subject_id = targetIDs[j];
float score = -std::numeric_limits<float>::max();
if ((query_subject_id != -1) && (target_subject_id != -1)) {
TRY(ppr_get_subject_similarity_score(context, simmat, query_subject_id, target_subject_id, &score))
}
dst[i].m().at<float>(0,j) = score;
}
}
ppr_free_similarity_matrix(simmat);
ppr_free_gallery(query);
}
void init()
{
if (!galleryName.isEmpty() || !gallery.isEmpty()) {
// set up the gallery
ppr_create_gallery(context, &target);
if (gallery.isEmpty() )
gallery = TemplateList::fromGallery(galleryName);
enroll(gallery, &target, targetIDs);
}
}
void train(const TemplateList &data)
{
gallery = data;
}
void store(QDataStream &stream) const
{
br::Object::store(stream);
stream << gallery;
}
void load(QDataStream &stream)
{
br::Object::load(stream);
stream >> gallery;
init();
}
};
BR_REGISTER(Transform, PP5GalleryTransform)
#include "plugins/pp5.moc"