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Example 1 with OrientationHistogramSift

use of boofcv.alg.feature.orientation.OrientationHistogramSift in project BoofCV by lessthanoptimal.

the class FactoryDetectDescribe method sift.

/**
 * Creates a new SIFT feature detector and describer.
 *
 * @see CompleteSift
 *
 * @param config Configuration for the SIFT detector and descriptor.
 * @return SIFT
 */
public static <T extends ImageGray<T>> DetectDescribePoint<T, BrightFeature> sift(@Nullable ConfigCompleteSift config) {
    if (config == null)
        config = new ConfigCompleteSift();
    ConfigSiftScaleSpace configSS = config.scaleSpace;
    ConfigSiftDetector configDetector = config.detector;
    ConfigSiftOrientation configOri = config.orientation;
    ConfigSiftDescribe configDesc = config.describe;
    SiftScaleSpace scaleSpace = new SiftScaleSpace(configSS.firstOctave, configSS.lastOctave, configSS.numScales, configSS.sigma0);
    OrientationHistogramSift<GrayF32> orientation = new OrientationHistogramSift<>(configOri.histogramSize, configOri.sigmaEnlarge, GrayF32.class);
    DescribePointSift<GrayF32> describe = new DescribePointSift<>(configDesc.widthSubregion, configDesc.widthGrid, configDesc.numHistogramBins, configDesc.sigmaToPixels, configDesc.weightingSigmaFraction, configDesc.maxDescriptorElementValue, GrayF32.class);
    NonMaxSuppression nns = FactoryFeatureExtractor.nonmax(configDetector.extract);
    NonMaxLimiter nonMax = new NonMaxLimiter(nns, configDetector.maxFeaturesPerScale);
    CompleteSift dds = new CompleteSift(scaleSpace, configDetector.edgeR, nonMax, orientation, describe);
    return new DetectDescribe_CompleteSift<>(dds);
}
Also used : OrientationHistogramSift(boofcv.alg.feature.orientation.OrientationHistogramSift) NonMaxSuppression(boofcv.abst.feature.detect.extract.NonMaxSuppression) ConfigSiftDescribe(boofcv.abst.feature.describe.ConfigSiftDescribe) DescribePointSift(boofcv.alg.feature.describe.DescribePointSift) SiftScaleSpace(boofcv.alg.feature.detect.interest.SiftScaleSpace) ConfigSiftScaleSpace(boofcv.abst.feature.describe.ConfigSiftScaleSpace) CompleteSift(boofcv.alg.feature.detdesc.CompleteSift) NonMaxLimiter(boofcv.abst.feature.detect.extract.NonMaxLimiter) ConfigSiftDetector(boofcv.abst.feature.detect.interest.ConfigSiftDetector) GrayF32(boofcv.struct.image.GrayF32) ConfigSiftScaleSpace(boofcv.abst.feature.describe.ConfigSiftScaleSpace)

Example 2 with OrientationHistogramSift

use of boofcv.alg.feature.orientation.OrientationHistogramSift in project BoofCV by lessthanoptimal.

the class TestCompleteSift method createAlg.

private CompleteSift createAlg() {
    SiftScaleSpace ss = new SiftScaleSpace(-1, 4, 3, 1.6);
    NonMaxSuppression nonmax = FactoryFeatureExtractor.nonmax(new ConfigExtract(1, 0, 1, true, true, true));
    NonMaxLimiter limiter = new NonMaxLimiter(nonmax, 300);
    OrientationHistogramSift<GrayF32> ori = new OrientationHistogramSift<>(36, 1.5, GrayF32.class);
    DescribePointSift<GrayF32> describe = new DescribePointSift<>(4, 4, 8, 1.5, 0.5, 0.2, GrayF32.class);
    return new CompleteSift(ss, 10, limiter, ori, describe);
}
Also used : ConfigExtract(boofcv.abst.feature.detect.extract.ConfigExtract) NonMaxLimiter(boofcv.abst.feature.detect.extract.NonMaxLimiter) OrientationHistogramSift(boofcv.alg.feature.orientation.OrientationHistogramSift) NonMaxSuppression(boofcv.abst.feature.detect.extract.NonMaxSuppression) GrayF32(boofcv.struct.image.GrayF32) DescribePointSift(boofcv.alg.feature.describe.DescribePointSift) SiftScaleSpace(boofcv.alg.feature.detect.interest.SiftScaleSpace)

Aggregations

NonMaxLimiter (boofcv.abst.feature.detect.extract.NonMaxLimiter)2 NonMaxSuppression (boofcv.abst.feature.detect.extract.NonMaxSuppression)2 DescribePointSift (boofcv.alg.feature.describe.DescribePointSift)2 SiftScaleSpace (boofcv.alg.feature.detect.interest.SiftScaleSpace)2 OrientationHistogramSift (boofcv.alg.feature.orientation.OrientationHistogramSift)2 GrayF32 (boofcv.struct.image.GrayF32)2 ConfigSiftDescribe (boofcv.abst.feature.describe.ConfigSiftDescribe)1 ConfigSiftScaleSpace (boofcv.abst.feature.describe.ConfigSiftScaleSpace)1 ConfigExtract (boofcv.abst.feature.detect.extract.ConfigExtract)1 ConfigSiftDetector (boofcv.abst.feature.detect.interest.ConfigSiftDetector)1 CompleteSift (boofcv.alg.feature.detdesc.CompleteSift)1