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updated docs
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@ -101,6 +101,7 @@ Davis E. King. <a href="http://jmlr.csail.mit.edu/papers/volume10/king09a/king09
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<item>structural_sequence_labeling_trainer</item>
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<item>structural_sequence_segmentation_trainer</item>
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<item>structural_assignment_trainer</item>
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<item>structural_track_association_trainer</item>
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<item>structural_graph_labeling_trainer</item>
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<item>svm_rank_trainer</item>
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</section>
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@ -149,6 +150,7 @@ Davis E. King. <a href="http://jmlr.csail.mit.edu/papers/volume10/king09a/king09
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<item>cross_validate_sequence_labeler</item>
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<item>cross_validate_sequence_segmenter</item>
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<item>cross_validate_assignment_trainer</item>
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<item>cross_validate_track_association_trainer</item>
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<item>cross_validate_graph_labeling_trainer</item>
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<item>cross_validate_ranking_trainer</item>
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<item>test_binary_decision_function</item>
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@ -158,6 +160,7 @@ Davis E. King. <a href="http://jmlr.csail.mit.edu/papers/volume10/king09a/king09
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<item>test_sequence_labeler</item>
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<item>test_sequence_segmenter</item>
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<item>test_assignment_function</item>
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<item>test_track_association_function</item>
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<item>test_graph_labeling_function</item>
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<item>test_ranking_function</item>
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<item>average_precision</item>
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@ -208,6 +211,7 @@ Davis E. King. <a href="http://jmlr.csail.mit.edu/papers/volume10/king09a/king09
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<item>sequence_labeler</item>
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<item>sequence_segmenter</item>
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<item>assignment_function</item>
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<item>track_association_function</item>
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<item>graph_labeler</item>
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</section>
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@ -231,6 +235,7 @@ Davis E. King. <a href="http://jmlr.csail.mit.edu/papers/volume10/king09a/king09
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<item>is_sequence_segmentation_problem</item>
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<item>is_graph_labeling_problem</item>
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<item>is_assignment_problem</item>
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<item>is_track_association_problem</item>
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<item>is_forced_assignment_problem</item>
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<item>approximate_distance_function</item>
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<item>is_learning_problem</item>
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@ -1534,6 +1539,36 @@ Davis E. King. <a href="http://jmlr.csail.mit.edu/papers/volume10/king09a/king09
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</component>
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<!-- ************************************************************************* -->
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<component>
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<name>track_association_function</name>
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<file>dlib/svm.h</file>
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<spec_file link="true">dlib/svm/track_association_function_abstract.h</spec_file>
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<description>
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This object is a tool that helps you implement an object tracker. So for
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example, if you wanted to track people moving around in a video then this
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object can help. In particular, imagine you have a tool for detecting the
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positions of each person in an image. Then you can run this person
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detector on the video and at each time step, i.e. at each frame, you get a
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set of person detections. However, that by itself doesn't tell you how
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many people there are in the video and where they are moving to and from.
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To get that information you need to figure out which detections match each
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other from frame to frame. This is where the track_association_function
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comes in. It performs the detection to track association. It will also do
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some of the track management tasks like creating a new track when a
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detection doesn't match any of the existing tracks.
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<p>
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Internally, this object is implemented using the
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<a href="#assignment_function">assignment_function</a> object.
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In fact, it's really just a thin wrapper around assignment_function and
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exists just to provide a more convenient interface to users doing detection
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to track association.
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</p>
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</description>
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</component>
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<!-- ************************************************************************* -->
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<component>
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@ -1825,6 +1860,19 @@ Davis E. King. <a href="http://jmlr.csail.mit.edu/papers/volume10/king09a/king09
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</component>
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<!-- ************************************************************************* -->
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<component>
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<name>is_track_association_problem</name>
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<file>dlib/svm.h</file>
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<spec_file link="true">dlib/svm/svm_abstract.h</spec_file>
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<description>
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This function takes a set of training data for a track association learning problem
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and reports back if it could possibly be a well formed track association problem.
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</description>
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</component>
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<!-- ************************************************************************* -->
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<component>
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@ -2476,6 +2524,19 @@ Davis E. King. <a href="http://jmlr.csail.mit.edu/papers/volume10/king09a/king09
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</component>
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<!-- ************************************************************************* -->
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<component>
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<name>cross_validate_track_association_trainer</name>
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<file>dlib/svm_threaded.h</file>
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<spec_file link="true">dlib/svm/cross_validate_track_association_trainer_abstract.h</spec_file>
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<description>
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Performs k-fold cross validation on a user supplied track association trainer object such
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as the <a href="#structural_track_association_trainer">structural_track_association_trainer</a>
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and returns the fraction of detections which were correctly associated to their tracks.
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</description>
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</component>
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<!-- ************************************************************************* -->
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<component>
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@ -2560,6 +2621,19 @@ Davis E. King. <a href="http://jmlr.csail.mit.edu/papers/volume10/king09a/king09
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</component>
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<!-- ************************************************************************* -->
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<component>
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<name>test_track_association_function</name>
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<file>dlib/svm_threaded.h</file>
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<spec_file link="true">dlib/svm/cross_validate_track_association_trainer_abstract.h</spec_file>
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<description>
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Tests a <a href="#track_association_function">track_association_function</a> on a set of data
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and returns the fraction of detections which were correctly associated to their tracks.
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</description>
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</component>
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<!-- ************************************************************************* -->
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<component>
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@ -2939,6 +3013,20 @@ Davis E. King. <a href="http://jmlr.csail.mit.edu/papers/volume10/king09a/king09
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</component>
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<!-- ************************************************************************* -->
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<component>
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<name>structural_track_association_trainer</name>
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<file>dlib/svm_threaded.h</file>
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<spec_file link="true">dlib/svm/structural_track_association_trainer_abstract.h</spec_file>
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<description>
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This object is a tool for learning to solve a track association problem. That
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is, it takes in a set of training data and outputs a
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<a href="#track_association_function">track_association_function</a>
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you can use to do detection to track association.
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</description>
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</component>
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<!-- ************************************************************************* -->
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<component>
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@ -79,18 +79,25 @@
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<term file="ml.html" name="is_forced_assignment_problem" include="dlib/svm.h"/>
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<term file="ml.html" name="is_assignment_problem" include="dlib/svm.h"/>
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<term file="ml.html" name="is_track_association_problem" include="dlib/svm.h"/>
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<term file="ml.html" name="is_graph_labeling_problem" include="dlib/svm_threaded.h"/>
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<term file="dlib/svm/structural_svm_graph_labeling_problem_abstract.h.html" name="sizes_match" include="dlib/svm_threaded.h"/>
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<term file="dlib/svm/structural_svm_graph_labeling_problem_abstract.h.html" name="all_values_are_nonnegative" include="dlib/svm_threaded.h"/>
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<term file="ml.html" name="assignment_function" include="dlib/svm.h"/>
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<term file="ml.html" name="track_association_function" include="dlib/svm.h"/>
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<term file="dlib/svm/track_association_function_abstract.h.html" name="feature_extractor_track_association"
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include="dlib/svm.h"/>
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<term file="ml.html" name="graph_labeler" include="dlib/graph_cuts.h"/>
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<term file="ml.html" name="test_assignment_function" include="dlib/svm.h"/>
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<term file="ml.html" name="test_track_association_function" include="dlib/svm_threaded.h"/>
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<term file="ml.html" name="test_graph_labeling_function" include="dlib/svm_threaded.h"/>
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<term file="ml.html" name="cross_validate_assignment_trainer" include="dlib/svm.h"/>
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<term file="ml.html" name="cross_validate_track_association_trainer" include="dlib/svm_threaded.h"/>
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<term file="ml.html" name="cross_validate_graph_labeling_trainer" include="dlib/svm_threaded.h"/>
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<term file="ml.html" name="structural_svm_assignment_problem" include="dlib/svm_threaded.h"/>
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<term file="ml.html" name="structural_svm_graph_labeling_problem" include="dlib/svm_threaded.h"/>
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<term file="ml.html" name="structural_assignment_trainer" include="dlib/svm_threaded.h"/>
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<term file="ml.html" name="structural_track_association_trainer" include="dlib/svm_threaded.h"/>
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<term file="ml.html" name="structural_graph_labeling_trainer" include="dlib/svm_threaded.h"/>
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<term file="dlib/optimization/optimization_solve_qp2_using_smo_abstract.h.html" name="invalid_nu_error" include="dlib/optimization.h"/>
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