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updated docs
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@ -144,6 +144,11 @@
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<item>binned_vector_feature_image</item>
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<item>nearest_neighbor_feature_image</item>
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<item>randomly_sample_image_features</item>
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<item>make_uniform_lbp_image</item>
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<item>extract_histogram_descriptors</item>
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<item>extract_uniform_lbp_descriptors</item>
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<item>extract_highdim_face_lbp_descriptors</item>
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</section>
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@ -2265,6 +2270,71 @@
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</description>
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</component>
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<!-- ************************************************************************* -->
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<component>
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<name>make_uniform_lbp_image</name>
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<file>dlib/image_transforms.h</file>
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<spec_file link="true">dlib/image_transforms/lbp_abstract.h</spec_file>
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<description>
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This function extracts the uniform local-binary-pattern feature at every pixel
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of an image and stores the output in a new image object.
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We use the idea of uniform LBPs from the paper:
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<blockquote>
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Face Description with Local Binary Patterns: Application to Face Recognition
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by Ahonen, Hadid, and Pietikainen.
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</blockquote>
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</description>
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</component>
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<!-- ************************************************************************* -->
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<component>
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<name>extract_histogram_descriptors</name>
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<file>dlib/image_transforms.h</file>
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<spec_file link="true">dlib/image_transforms/lbp_abstract.h</spec_file>
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<description>
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This function extracts histograms of pixel values from a set of windows in an
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image and returns the histograms.
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</description>
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</component>
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<!-- ************************************************************************* -->
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<component>
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<name>extract_uniform_lbp_descriptors</name>
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<file>dlib/image_transforms.h</file>
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<spec_file link="true">dlib/image_transforms/lbp_abstract.h</spec_file>
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<description>
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Extracts histograms of uniform local-binary-patterns from an image. The
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histograms are from densely tiled windows that do not overlap and cover all
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of the image.
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We use the idea of uniform LBPs from the paper:
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<blockquote>
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Face Description with Local Binary Patterns: Application to Face Recognition
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by Ahonen, Hadid, and Pietikainen.
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</blockquote>
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</description>
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</component>
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<!-- ************************************************************************* -->
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<component>
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<name>extract_highdim_face_lbp_descriptors</name>
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<file>dlib/image_transforms.h</file>
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<spec_file link="true">dlib/image_transforms/lbp_abstract.h</spec_file>
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<description>
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This function extracts the high-dimensional LBP feature described in the
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paper:
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<blockquote>
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Blessing of Dimensionality: High-dimensional Feature and Its Efficient
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Compression for Face Verification by Dong Chen, Xudong Cao, Fang Wen, and
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Jian Sun
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</blockquote>
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</description>
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</component>
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<!-- ************************************************************************* -->
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@ -132,6 +132,7 @@ Davis E. King. <a href="http://jmlr.csail.mit.edu/papers/volume10/king09a/king09
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<item>linear_manifold_regularizer</item>
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<item>discriminant_pca</item>
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<item>vector_normalizer_frobmetric</item>
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<item>compute_lda_transform</item>
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</section>
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<section>
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<name>Feature Selection</name>
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@ -166,6 +167,7 @@ Davis E. King. <a href="http://jmlr.csail.mit.edu/papers/volume10/king09a/king09
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<item>test_ranking_function</item>
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<item>test_shape_predictor</item>
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<item>average_precision</item>
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<item>equal_error_rate</item>
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</section>
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<section>
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@ -620,6 +622,20 @@ Davis E. King. <a href="http://jmlr.csail.mit.edu/papers/volume10/king09a/king09
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</description>
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</component>
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<!-- ************************************************************************* -->
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<component>
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<name>compute_lda_transform</name>
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<file>dlib/statistics.h</file>
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<spec_file link="true">dlib/statistics/lda_abstract.h</spec_file>
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<description>
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This function performs the dimensionality reducing version of linear
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discriminant analysis. That is, you give it a set of labeled vectors and it
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returns a linear transform that maps the input vectors into a new space that
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is good for distinguishing between the different classes.
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</description>
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</component>
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<!-- ************************************************************************* -->
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<component>
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@ -2693,6 +2709,19 @@ Davis E. King. <a href="http://jmlr.csail.mit.edu/papers/volume10/king09a/king09
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</description>
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</component>
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<!-- ************************************************************************* -->
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<component>
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<name>equal_error_rate</name>
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<file>dlib/statistics.h</file>
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<spec_file link="true">dlib/statistics/lda_abstract.h</spec_file>
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<description>
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This function finds a threshold that best separates the elements of two
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vectors by selecting the threshold with equal error rate. It also reports
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the value of the equal error rate.
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</description>
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</component>
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<!-- ************************************************************************* -->
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<component>
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@ -351,6 +351,7 @@
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<term file="ml.html" name="is_ranking_problem" include="dlib/svm.h"/>
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<term file="ml.html" name="count_ranking_inversions" include="dlib/svm.h"/>
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<term file="ml.html" name="average_precision" include="dlib/statistics.h"/>
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<term file="ml.html" name="equal_error_rate" include="dlib/statistics.h"/>
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<term file="ml.html" name="test_ranking_function" include="dlib/svm.h"/>
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<term file="ml.html" name="cross_validate_ranking_trainer" include="dlib/svm.h"/>
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<term file="ml.html" name="svm_c_ekm_trainer" include="dlib/svm.h"/>
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@ -398,6 +399,7 @@
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<term file="ml.html" name="rank_unlabeled_training_samples" include="dlib/svm.h"/>
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<term file="ml.html" name="vector_normalizer" include="dlib/statistics.h"/>
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<term file="ml.html" name="vector_normalizer_frobmetric" include="dlib/statistics.h"/>
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<term file="ml.html" name="compute_lda_transform" include="dlib/statistics.h"/>
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<term file="ml.html" name="frobmetric_training_sample" include="dlib/statistics.h"/>
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<term file="ml.html" name="vector_normalizer_pca" include="dlib/statistics.h"/>
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<term file="ml.html" name="discriminant_pca" include="dlib/statistics.h"/>
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@ -1256,6 +1258,7 @@
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<term file="dlib/image_transforms/interpolation_abstract.h.html" name="chip_details" include="dlib/image_transforms.h"/>
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<term file="dlib/image_transforms/interpolation_abstract.h.html" name="get_face_chip_details" include="dlib/image_transforms.h"/>
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<term file="dlib/image_transforms/interpolation_abstract.h.html" name="get_mapping_to_chip" include="dlib/image_transforms.h"/>
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<term file="dlib/image_transforms/interpolation_abstract.h.html" name="map_det_to_chip" include="dlib/image_transforms.h"/>
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<term file="dlib/image_transforms/interpolation_abstract.h.html" name="chip_dims" include="dlib/image_transforms.h"/>
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<term file="imaging.html" name="pyramid_up" include="dlib/image_transforms.h"/>
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<term file="imaging.html" name="add_image_left_right_flips" include="dlib/image_transforms.h"/>
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@ -1269,6 +1272,11 @@
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<term file="dlib/image_transforms/interpolation_abstract.h.html" name="black_background" include="dlib/image_transforms.h"/>
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<term file="dlib/image_transforms/interpolation_abstract.h.html" name="white_background" include="dlib/image_transforms.h"/>
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<term file="dlib/image_transforms/interpolation_abstract.h.html" name="no_background" include="dlib/image_transforms.h"/>
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<term file="imaging.html" name="make_uniform_lbp_image" include="dlib/image_transforms.h"/>
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<term file="imaging.html" name="extract_histogram_descriptors" include="dlib/image_transforms.h"/>
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<term file="imaging.html" name="extract_uniform_lbp_descriptors" include="dlib/image_transforms.h"/>
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<term file="imaging.html" name="extract_highdim_face_lbp_descriptors" include="dlib/image_transforms.h"/>
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<term file="imaging.html" name="integral_image" include="dlib/image_transforms.h"/>
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<term file="imaging.html" name="integral_image_generic" include="dlib/image_transforms.h"/>
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