コード例 #1
0
ファイル: FeatureSearch.cpp プロジェクト: KDE/krita-analogies
void FeatureSearch::initSearch()
{
    m_countFeatures = 0;
    for(std::vector<SearchPairInfo>::iterator itSPI = m_infos.begin(); itSPI != m_infos.end(); itSPI++)
    {
        m_countFeatures += itSPI->area.width() * itSPI->area.height();
    }
    // Allocate the array of points
    m_pointArray = annAllocPts( m_countFeatures, m_spaceDimension );
    
    for(std::vector<SearchPairInfo>::iterator itSPI = m_infos.begin(); itSPI != m_infos.end(); itSPI++)
    {
        // Initialize the descriptors
        int cacheLineCount = (itSPI->area.width() + diameter());
        size_t cacheLineSize = cacheLineCount * sizeof(Feature);
        // pixels will hold a cache of the luminosity to feed the descriptors
        Feature** pixels = new Feature*[diameter()];
        for(int i = 0; i < diameter(); i++)
        {
            pixels[i] = new Feature[ cacheLineCount ];
        }
    //     KisColorSpace* cs = dev->colorSpace();
        // Read the first 'radius' line to initialize the cache
        KisHLineIterator itDevA = itSPI->devA->createHLineIterator(itSPI->area.x(), itSPI->area.y(), itSPI->area.width(), false);
        KisHLineIterator itDevAPrime = itSPI->devAPrime->createHLineIterator(itSPI->area.x(), itSPI->area.y(), itSPI->area.width(), false);
        // Intialize the first row of the cache, as the cache needs to be full before it is possible to start creating descriptors for the key points
        for(int indexInPixels = radius(); indexInPixels < diameter() - 1; ++indexInPixels)
        {
            deviceToCache(itDevA, pixels[indexInPixels], radius());
            itDevA.nextRow();
        }
        // Copy the first line, as the first 'radius' columns are initialized with the same pixel value
        for(int i = 0; i < radius(); ++i)
        {
            memcpy(pixels[i], pixels[radius()], cacheLineSize);
        }
        // Main loop
        int posInAP = 0;
        for(int y = 0; y < itSPI->area.height(); y++)
        {
            // Fill the last line of the cache
            if( itDevA.y() <= itSPI->area.bottom())
            {
                deviceToCache(itDevA, pixels[diameter() - 1], radius());
            } else { // No more line in the device, so copy the last line
                memcpy(pixels[diameter() - 1], pixels[diameter() - 2], cacheLineSize);
            }
            itDevA.nextRow();
            // Use the cache to fill the array of points
            for(int x = 0; x < itSPI->area.width(); x++)
            {
                int subPos = 0;
    //             kdDebug() << " Feature : " << posInAP << endl;
                for(int i = 0; i < diameter(); i++)
                {
                    for(int j = 0; j < diameter(); j++)
                    {
                        pixels[i][j + x].convertToArray((m_pointArray[ posInAP ]) + subPos );
    //                     kdDebug() << subPos << " "<< pixels[i][j + x] << endl;
                        subPos++;
                    }
                }
                m_values.push_back(*reinterpret_cast<float*>(itDevAPrime.rawData()));
                ++itDevAPrime;
                ++posInAP;
            }
            itDevAPrime.nextRow();
            swapCache(pixels, diameter());
        }
        // delete the luminosity cache
        for(int i = 0; i < diameter(); i++)
        {
            delete[] pixels[i];
        }
        delete[] pixels;
    }

    // Initialize the search tree
    m_tree = new ANNkd_tree( m_pointArray, m_countFeatures, m_spaceDimension);
}
コード例 #2
0
lInterestPoints HarrisPointDetector::computeInterestPoints(KisPaintDeviceSP device, const QRect& rect)
// lHarrisPoints computeHarrisPoints(KisPaintDeviceSP device, QRect rect)
{
    dbgPlugins << "Compute Harris points on the rect :" << rect;
    Q_ASSERT(device->colorSpace()->id() == "GRAYA");
    lInterestPoints points;

    // Compute the derivatives
    KisEightFloatColorSpace* floatCs = new KisEightFloatColorSpace();
    KisPaintDeviceSP infoDevice = new KisPaintDevice(floatCs, "infoDevice");

    float g_var = DERIVATION_SIGMA * DERIVATION_SIGMA ;
    float sqrt2pi = sqrt(2 * M_PI);
    float beta0 = 1 / (sqrt2pi * DERIVATION_SIGMA);

    float beta1 = beta0 * exp(-1 / (2 * g_var));
    float beta2 = beta0 * exp(-4 / (2 * g_var));

    float alpha1 = beta1 / g_var;
    float alpha2 = 2 * beta2 / g_var;



    {
        KisHLineConstIteratorPixel hitDevice = device->createHLineConstIterator(rect.left(), rect.top() + 2, rect.width() - 4);
        KisHLineIteratorPixel hitinfoDevice = infoDevice-> createHLineIterator(rect.left() + 2, 2, rect.width());

        quint8 pixelvalue[5];

        dbgPlugins << " Compute the derivatives";
        dbgPlugins << "  horizontal derivatives";
        /* Horizontal computation of derivatives */
        for (int y = rect.top() + 2; y < rect.bottom() - 2; y++) {
            pixelvalue[LEFTLEFT] = *hitDevice.rawData();
            ++hitDevice;
            pixelvalue[LEFT] = *hitDevice.rawData();
            ++hitDevice;
            pixelvalue[CENTER] = *hitDevice.rawData();
            ++hitDevice;
            pixelvalue[RIGHT] = *hitDevice.rawData();
            ++hitDevice;
            while (!hitDevice.isDone()) {
                pixelvalue[RIGHTRIGHT] = *hitDevice.rawData();
                float* infoValues = reinterpret_cast<float*>(hitinfoDevice.rawData());
                infoValues[INFO_HDIFF] = alpha1 * (pixelvalue[LEFT] - pixelvalue[RIGHT]) + alpha2 * (pixelvalue[LEFTLEFT] - pixelvalue[RIGHTRIGHT]);
                infoValues[INFO_HADD] = beta0 * (pixelvalue[CENTER]) + beta1 * (pixelvalue[LEFT] + pixelvalue[RIGHT]) + beta2 * (pixelvalue[LEFTLEFT] + pixelvalue[RIGHTRIGHT]);
                infoValues[INFO_INTENSITY] = pixelvalue[CENTER];
//                     dbgPlugins << hitDevice.x() <<"" << hitDevice.y() <<"" << infoValues[INFO_HDIFF] <<"" << infoValues[INFO_HADD] <<"" << (int)pixelvalue[CENTER] <<"" << infoValues[INFO_INTENSITY];
                memmove(pixelvalue, pixelvalue + 1, 4*sizeof(quint8));
                ++hitDevice;
                ++hitinfoDevice;
            }
            hitDevice.nextRow();
            hitinfoDevice.nextRow();
        }
    }

    KisTransaction a("", infoDevice);
    {
        KisVLineConstIteratorPixel vitinfoDeviceRead = infoDevice-> createVLineConstIterator(rect.left() + 4, rect.top(), rect.height());
        KisVLineIteratorPixel vitinfoDevice = infoDevice-> createVLineIterator(rect.left() + 4, rect.top() + 2, rect.height() - 2);

        float hdiffValue[5];
        float haddValue[5];
        dbgPlugins << "  vertical derivatives";
        /* Vertical computation of derivatives */
        for (int x = rect.left() + 4; x < rect.right() - 4; x++) {
            const float* infoValue = reinterpret_cast<const float*>(vitinfoDeviceRead.oldRawData());
            hdiffValue[TOPTOP] = infoValue[INFO_HDIFF];
            haddValue[TOPTOP] = infoValue[INFO_HADD];
            ++vitinfoDeviceRead;
            infoValue = reinterpret_cast<const float*>(vitinfoDeviceRead.oldRawData());
            hdiffValue[TOP] = infoValue[INFO_HDIFF];
            haddValue[TOP] = infoValue[INFO_HADD];
            ++vitinfoDeviceRead;
            infoValue = reinterpret_cast<const float*>(vitinfoDeviceRead.oldRawData());
            hdiffValue[CENTER] = infoValue[INFO_HDIFF];
            haddValue[CENTER] = infoValue[INFO_HADD];
            ++vitinfoDeviceRead;
            infoValue = reinterpret_cast<const float*>(vitinfoDeviceRead.oldRawData());
            hdiffValue[RIGHT] = infoValue[INFO_HDIFF];
            haddValue[RIGHT] = infoValue[INFO_HADD];
            ++vitinfoDeviceRead;

            while (!vitinfoDevice.isDone()) {
                infoValue = reinterpret_cast<const float*>(vitinfoDeviceRead.oldRawData());
                hdiffValue[RIGHTRIGHT] = infoValue[INFO_HDIFF];
                haddValue[RIGHTRIGHT] = infoValue[INFO_HADD];

                float c_grdy = beta0 * hdiffValue[ CENTER ] + beta1 * (hdiffValue[ TOP ] + hdiffValue[ BOTTOM ]) + beta2 * (hdiffValue[ TOPTOP ] + hdiffValue[ BOTTOMBOTTOM ]);
                float c_grdx = alpha1 * (haddValue[ TOP ] - haddValue[ BOTTOM ]) + alpha2 * (haddValue[ TOPTOP ] - haddValue[ BOTTOMBOTTOM ]);

                float* infoValueDst = reinterpret_cast<float*>(vitinfoDevice.rawData());
                infoValueDst[ INFO_XX ] = c_grdx * c_grdx;
                infoValueDst[ INFO_YY ] = c_grdy * c_grdy;
                infoValueDst[ INFO_X ] = c_grdx;
                infoValueDst[ INFO_Y ] = c_grdy;
                infoValueDst[ INFO_XY ] = c_grdx * c_grdy;

                memmove(hdiffValue, hdiffValue + 1, 4 * sizeof(float));
                memmove(haddValue , haddValue + 1 , 4 * sizeof(float));
                ++vitinfoDeviceRead;
                ++vitinfoDevice;
            }
            vitinfoDeviceRead.nextCol();
            vitinfoDevice.nextCol();
        }
    }

    // Apply a blur

    // Apply a blur
    KisTransaction("", infoDevice);

#if 1
    {
        KisHLineConstIteratorPixel hitDevice = infoDevice->createHLineConstIterator(rect.left(), rect.top() + 2, rect.width() - 4);
        KisHLineIteratorPixel hitinfoDevice = infoDevice-> createHLineIterator(rect.left() + 2, rect.top() + 2, rect.width() - 4);

        float pixelvalue[6][6];

        dbgPlugins << " Compute the blur";
        dbgPlugins << "  horizontal blur";
        /* Horizontal computation of derivatives */
        for (int y = rect.top() + 2; y < rect.bottom() - 2; y++) {
            memcpy(pixelvalue[LEFTLEFT], hitDevice.rawData(), 6*sizeof(float));
            ++hitDevice;
            memcpy(pixelvalue[LEFT], hitDevice.rawData(), 6*sizeof(float));
            ++hitDevice;
            memcpy(pixelvalue[CENTER], hitDevice.rawData(), 6*sizeof(float));
            ++hitDevice;
            memcpy(pixelvalue[RIGHT], hitDevice.rawData(), 6*sizeof(float));
            ++hitDevice;
            while (!hitDevice.isDone()) {
                memcpy(pixelvalue[RIGHTRIGHT], hitDevice.rawData(), 6*sizeof(float));
                float* infoValues = reinterpret_cast<float*>(hitinfoDevice.rawData());
                for (int i = 0; i < 5; i++) {
                    infoValues[i] = beta0 *  pixelvalue[CENTER][i] + beta1 * (pixelvalue[LEFT][i] + pixelvalue[RIGHT][i]) + beta2 * (pixelvalue[LEFTLEFT][i] + pixelvalue[RIGHTRIGHT][i]);
//                   infoValues[i] =2 *  pixelvalue[CENTER][i] + ( pixelvalue[LEFT][i] + pixelvalue[RIGHT][i] );
                }
//                 memmove(pixelvalue, pixelvalue + 1, 4*sizeof(float[6]));
                for (int i = 0; i < 5; i++) {
                    memcpy(pixelvalue[i], pixelvalue[i+1], 6*sizeof(float));
                }
                ++hitDevice;
                ++hitinfoDevice;
            }
            hitDevice.nextRow();
            hitinfoDevice.nextRow();
        }
    }
    KisTransaction b("", infoDevice);
    {
        KisVLineConstIteratorPixel vitinfoDeviceRead = infoDevice-> createVLineConstIterator(rect.left() + 4, rect.top(), rect.height());
        KisVLineIteratorPixel vitinfoDevice = infoDevice-> createVLineIterator(rect.left() + 4, rect.top() + 2, rect.height() - 4);

        float infoValue[6][6];
        dbgPlugins << "  vertical blur";
        /* Vertical computation of derivatives */
        for (int x = rect.left() + 4; x < rect.right() - 4; x++) {
            memcpy(infoValue[TOPTOP], vitinfoDeviceRead.oldRawData(), 6*sizeof(float));
            ++vitinfoDeviceRead;
            memcpy(infoValue[TOP], vitinfoDeviceRead.oldRawData(), 6*sizeof(float));
            ++vitinfoDeviceRead;
            memcpy(infoValue[CENTER], vitinfoDeviceRead.oldRawData(), 6*sizeof(float));
            ++vitinfoDeviceRead;
            memcpy(infoValue[BOTTOM], vitinfoDeviceRead.oldRawData(), 6*sizeof(float));
            ++vitinfoDeviceRead;
            while (!vitinfoDevice.isDone()) {
                memcpy(infoValue[BOTTOMBOTTOM], vitinfoDeviceRead.oldRawData(), 6*sizeof(float));
                float* dst = reinterpret_cast<float*>(vitinfoDevice.rawData());
                for (int i = 0; i < 5; i++) {
                    dst[i] =  beta0 * infoValue[CENTER][i] + beta1 * (infoValue[BOTTOM][i] + infoValue[TOP][i]) + beta2 * (infoValue[TOPTOP][i] + infoValue[BOTTOMBOTTOM][i]);
//                   dst[i] =  (2*infoValue[CENTER][i] + ( infoValue[BOTTOM][i] + infoValue[TOP][i] )) / 16;
                }
//                 memmove(infoValue, infoValue + 1, 4*sizeof(float[6]));
                for (int i = 0; i < 5; i++) {
                    memcpy(infoValue[i], infoValue[i+1], 6*sizeof(float));
                }
                ++vitinfoDeviceRead;
                ++vitinfoDevice;
            }
            vitinfoDeviceRead.nextCol();
            vitinfoDevice.nextCol();
        }
    }
#endif

#if 0
    KisTransaction("", infoDevice);
    dbgPlugins << " Blur";
    {
        // Compute the blur mask
        KisAutobrushShape* kas = new KisAutobrushCircleShape(5, 5, 2, 2);

        QImage mask;
        kas->createBrush(&mask);
        KisKernelSP kernel = KisKernel::fromQImage(mask);
        // Apply the convolution to xxDevice
        KisConvolutionPainter infoDevicePainter(infoDevice);
        infoDevicePainter.beginTransaction("bouuh");
        infoDevicePainter.applyMatrix(kernel, 2, 2, rect.width() - 4, rect.height() - 4, BORDER_REPEAT);
        delete kas;
    }
#endif
    dbgPlugins << " compute curvatures";
    // Compute the curvatures
    {
        KisRectIteratorPixel vitinfoDeviceRect = infoDevice->createRectIterator(2, 0, rect.width() - 2, rect.height() - 2);
        for (;!vitinfoDeviceRect.isDone(); ++vitinfoDeviceRect) {
            float* infoValue = reinterpret_cast<float*>(vitinfoDeviceRect.rawData());

            float det = infoValue[INFO_XX] * infoValue[INFO_YY] - infoValue[INFO_XY] * infoValue[INFO_XY];
            float trace = infoValue[INFO_XX] + infoValue[INFO_YY];
            float temp = sqrt(trace * trace - 4 * det);

            infoValue[ INFO_HIGH ] = 0.5 * (trace + temp);
            infoValue[ INFO_LOW  ] = 0.5 * (trace - temp);
            if (infoValue[ INFO_HIGH ] < infoValue[ INFO_LOW  ]) {
                float a = infoValue[ INFO_HIGH ];
                infoValue[ INFO_HIGH ] = infoValue[ INFO_LOW ];
                infoValue[ INFO_LOW ] = a;
            }
//                 dbgPlugins << vitinfoDeviceRect.x() <<"" << vitinfoDeviceRect.y() <<"" << infoValue[INFO_XX] <<"" << infoValue[INFO_YY]  <<"" << infoValue[INFO_XY] <<"" << infoValue[INFO_HIGH] <<"" << infoValue[INFO_LOW] <<"" << trace <<"" << temp <<"" << det;
        }
    }
    HarrisPoints zones(5, 5, rect.width(), rect.height(), FEATURES_QUANTITY);
    // Detect Harris Points
    {
        int margin = 8;
        KisHLineIterator hitinfoDevice = infoDevice-> createHLineIterator(margin, margin, rect.width() - 2 * margin);
        for (int y = margin + rect.top(); y < rect.bottom() - margin; y++) {
            for (int x = margin + rect.left(); x < rect.right() - margin; x++, ++hitinfoDevice) {
                float* infoValue = reinterpret_cast<float*>(hitinfoDevice.rawData());
                float low = infoValue[ INFO_LOW ];
//                     dbgPlugins << low;
                if (low > THRESHOLD_LAMBDA) {
                    KisRectIteratorPixel vitinfoDeviceRect = infoDevice->createRectIterator(x - 1, y - 1, 3, 3);
                    bool greater = true;
                    for (;!vitinfoDeviceRect.isDone(); ++vitinfoDeviceRect) {
                        if (reinterpret_cast<float*>(vitinfoDeviceRect.rawData())[ INFO_LOW ] > low) {
                            greater = false;
                            break;
                        }
                    }
                    if (greater) {
//                             dbgPlugins <<"new point";
                        HarrisPoint* hp = new HarrisPoint(x, y, infoValue[INFO_INTENSITY], infoValue[INFO_HIGH], infoValue[INFO_LOW], device);
#if 0
                        points.push_back(hp);
#endif
#if 0
                        if (points.empty()) {
                            points.push_back(hp);
                        } else {
                            if (points.size() >= FEATURES_QUANTITY && hp->low() > static_cast<HarrisPoint*>(points.back())->low()) { // remove last element, the totalNumber stay equal to FEATURES_QUANTITY
                                points.pop_back();
                            }
                            if (points.size() != FEATURES_QUANTITY) {
                                lInterestPoints::iterator it;
                                if (hp->low() < static_cast<HarrisPoint*>(points.back())->low()) {
                                    points.push_back(hp);
                                } else {
                                    // insert the new corner at his right place
                                    bool inserted = false;
                                    for (it = points.begin(); it != points.end(); it++) {
                                        if (hp->low() >= static_cast<HarrisPoint*>(*it)->low()) {
                                            //                                             dbgPlugins <<"insert point";
                                            points.insert(it, hp);
                                            inserted = true;
                                            break;
                                        }
                                    }
                                    if (!inserted) delete hp;
                                }
                            } else { // hp wasn't added to the list, remove it
                                delete hp;
                            }
                        }
#endif
#if 1
                        zones.instertPoint(hp);
#endif
                    }
                }
            }
            hitinfoDevice.nextRow();
        }
    }
    points = zones.points();
    dbgPlugins << "Harris detector has found :" << points.size() << " harris points";

    delete floatCs;
    return points;
}