pp5.cpp 22.6 KB
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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"