.. _package-rst-classification:

============================
 Package rst.classification
============================



In machine learning and statistics, classification is the problem
of identifying to which of a set of categories (sub-populations) a
new observation belongs.

This package contains data types representing classification
problems and classification results (e.g. :py:class:`ClassificationResult <rst.classification.ClassificationResult>`).


.. seealso::

   Wikipedia article containing the definition above
     http://en.wikipedia.org/wiki/Statistical_classification



Messages
========

.. container:: mess4ge-multi

   .. container:: mess4ge-graph

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   .. container:: mess4ge-list

      .. container:: messages

         * :ref:`ClassifiedRegions2D <message-rst-classification-classifiedregions2d>`
         * :ref:`ClassifiedRegion2D <message-rst-classification-classifiedregion2d>`
         * :ref:`ClassifiedRegions3D <message-rst-classification-classifiedregions3d>`
         * :ref:`ClassifiedRegion3D <message-rst-classification-classifiedregion3d>`
         * :ref:`ClassificationResultMap <message-rst-classification-classificationresultmap>`
         * :ref:`ClassificationResults <message-rst-classification-classificationresults>`
         * :ref:`ClassificationResult <message-rst-classification-classificationresult>`

      .. container:: clearer

         clearer: should be made invisible via css

.. _message-rst-classification-classifiedregions2d:

Message ClassifiedRegions2D
---------------------------

.. container:: message-rst-classification-classifiedregions2d-multi

   .. container:: message-rst-classification-classifiedregions2d-documentation

      .. py:class:: rst.classification.ClassifiedRegions2D

         
         
         A set of image regions with classification results.
         
         
         .. codeauthor:: Leon Ziegler <lziegler@techfak.uni-bielefeld.de>
         

         .. py:attribute:: regions

            :type: array of  :py:class:`rst.classification.ClassifiedRegion2D`

            
            
            The set of regions.
            
            The order of elements is not significant.

   .. container:: message-rst-classification-classifiedregions2d-source

      :download:`Download this file <//home/jenkins/workspace/rst-manual-trunk/upstream/RST-0.19.0-Linux/share/rst0.19/proto/stable/rst/classification/ClassifiedRegions2D.proto>`

      .. literalinclude:: //home/jenkins/workspace/rst-manual-trunk/upstream/RST-0.19.0-Linux/share/rst0.19/proto/stable/rst/classification/ClassifiedRegions2D.proto
         :lines: 14-23
         :language: protobuf
         :emphasize-lines: 8-8



.. _message-rst-classification-classifiedregion2d:

Message ClassifiedRegion2D
--------------------------

.. container:: message-rst-classification-classifiedregion2d-multi

   .. container:: message-rst-classification-classifiedregion2d-documentation

      .. py:class:: rst.classification.ClassifiedRegion2D

         
         
         Focus on image coordinate systems (vision-based).
         
         A image region with a classification result.
         
         
         .. codeauthor:: Leon Ziegler <lziegler@techfak.uni-bielefeld.de>
         

         .. py:attribute:: region

            :type: :py:class:`rst.geometry.BoundingBox`

            
            
            Region in the input image.

         .. py:attribute:: result

            :type: :py:class:`rst.classification.ClassificationResult`

            
            
            The class represented by the image region.

   .. container:: message-rst-classification-classifiedregion2d-source

      :download:`Download this file <//home/jenkins/workspace/rst-manual-trunk/upstream/RST-0.19.0-Linux/share/rst0.19/proto/stable/rst/classification/ClassifiedRegion2D.proto>`

      .. literalinclude:: //home/jenkins/workspace/rst-manual-trunk/upstream/RST-0.19.0-Linux/share/rst0.19/proto/stable/rst/classification/ClassifiedRegion2D.proto
         :lines: 17-29
         :language: protobuf
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.. _message-rst-classification-classifiedregions3d:

Message ClassifiedRegions3D
---------------------------

.. container:: message-rst-classification-classifiedregions3d-multi

   .. container:: message-rst-classification-classifiedregions3d-documentation

      .. py:class:: rst.classification.ClassifiedRegions3D

         
         
         A set of 3D regions with classification results.
         
         
         .. codeauthor:: Leon Ziegler <lziegler@techfak.uni-bielefeld.de>
         

         .. py:attribute:: regions

            :type: array of  :py:class:`rst.classification.ClassifiedRegion3D`

            
            
            The set of regions.
            
            The order of elements is not significant.

   .. container:: message-rst-classification-classifiedregions3d-source

      :download:`Download this file <//home/jenkins/workspace/rst-manual-trunk/upstream/RST-0.19.0-Linux/share/rst0.19/proto/stable/rst/classification/ClassifiedRegions3D.proto>`

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         :lines: 14-23
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.. _message-rst-classification-classifiedregion3d:

Message ClassifiedRegion3D
--------------------------

.. container:: message-rst-classification-classifiedregion3d-multi

   .. container:: message-rst-classification-classifiedregion3d-documentation

      .. py:class:: rst.classification.ClassifiedRegion3D

         
         
         Focus on image coordinate systems (vision-based).
         
         A region in 3D space with a classification result.
         
         
         .. codeauthor:: Leon Ziegler <lziegler@techfak.uni-bielefeld.de>
         

         .. py:attribute:: region

            :type: :py:class:`rst.geometry.BoundingBox3DFloat`

            
            
            Region in 3D space.

         .. py:attribute:: result

            :type: :py:class:`rst.classification.ClassificationResult`

            
            
            The class represented by the 3D region.

   .. container:: message-rst-classification-classifiedregion3d-source

      :download:`Download this file <//home/jenkins/workspace/rst-manual-trunk/upstream/RST-0.19.0-Linux/share/rst0.19/proto/stable/rst/classification/ClassifiedRegion3D.proto>`

      .. literalinclude:: //home/jenkins/workspace/rst-manual-trunk/upstream/RST-0.19.0-Linux/share/rst0.19/proto/stable/rst/classification/ClassifiedRegion3D.proto
         :lines: 17-29
         :language: protobuf
         :emphasize-lines: 6-6,11-11



.. _message-rst-classification-classificationresultmap:

Message ClassificationResultMap
-------------------------------

.. container:: message-rst-classification-classificationresultmap-multi

   .. container:: message-rst-classification-classificationresultmap-documentation

      .. py:class:: rst.classification.ClassificationResultMap

         
         
         A map of :py:class:`ClassificationResult <rst.classification.ClassificationResult>` instances.
         Entries are indexed by string keys.
         
         
         .. codeauthor:: Viktor Richter <vrichter@techfak.uni-bielefeld.de>
         

         .. py:attribute:: aspects

            :type: array of  :py:class:`rst.classification.ClassificationResultMap.Entry`

            
            
            The map contents. Each <Could not resolve reference to Entry.key>  must exist only once. Order
            does not matter. Empty set is allowed.

   .. container:: message-rst-classification-classificationresultmap-source

      :download:`Download this file <//home/jenkins/workspace/rst-manual-trunk/upstream/RST-0.19.0-Linux/share/rst0.19/proto/stable/rst/classification/ClassificationResultMap.proto>`

      .. literalinclude:: //home/jenkins/workspace/rst-manual-trunk/upstream/RST-0.19.0-Linux/share/rst0.19/proto/stable/rst/classification/ClassificationResultMap.proto
         :lines: 15-41
         :language: protobuf
         :emphasize-lines: 25-25



.. _message-rst-classification-classificationresultmap-entry:

Message Entry
-------------

.. container:: message-rst-classification-classificationresultmap-entry-multi

   .. container:: message-rst-classification-classificationresultmap-entry-documentation

      .. py:class:: rst.classification.ClassificationResultMap.Entry

         
         
         One entry of the map as a key-value pair.

         .. py:attribute:: name

            :type: :py:class:`ASCII-STRING`

            
            
            The name or key of the entry.

         .. py:attribute:: result

            :type: :py:class:`rst.classification.ClassificationResult`

            
            
            The associated :py:class:`ClassificationResult <rst.classification.ClassificationResult>`
            of the entry.

   .. container:: message-rst-classification-classificationresultmap-entry-source

      :download:`Download this file <//home/jenkins/workspace/rst-manual-trunk/upstream/RST-0.19.0-Linux/share/rst0.19/proto/stable/rst/classification/ClassificationResultMap.proto>`

      .. literalinclude:: //home/jenkins/workspace/rst-manual-trunk/upstream/RST-0.19.0-Linux/share/rst0.19/proto/stable/rst/classification/ClassificationResultMap.proto
         :lines: 20-33
         :language: protobuf
         :emphasize-lines: 6-6,12-12



.. _message-rst-classification-classificationresults:

Message ClassificationResults
-----------------------------

.. container:: message-rst-classification-classificationresults-multi

   .. container:: message-rst-classification-classificationresults-documentation

      .. py:class:: rst.classification.ClassificationResults

         
         
         A class representing multiple result of classification process(es).
         
         
         .. codeauthor:: Norman Koester <nkoester@techfak.uni-bielefeld.de>
         

         .. py:attribute:: classes

            :type: array of  :py:class:`rst.classification.ClassificationResult`

            
            
            A vector of results holding multiple classification results.
            
            The results inside should be a merged representation and not
            contradict each other w.r.t. the individual classes.
            
            Empty collection of boxes is allowed.
            The order of box objects is not significant.

   .. container:: message-rst-classification-classificationresults-source

      :download:`Download this file <//home/jenkins/workspace/rst-manual-trunk/upstream/RST-0.19.0-Linux/share/rst0.19/proto/stable/rst/classification/ClassificationResults.proto>`

      .. literalinclude:: //home/jenkins/workspace/rst-manual-trunk/upstream/RST-0.19.0-Linux/share/rst0.19/proto/stable/rst/classification/ClassificationResults.proto
         :lines: 14-27
         :language: protobuf
         :emphasize-lines: 12-12



.. _message-rst-classification-classificationresult:

Message ClassificationResult
----------------------------

.. container:: message-rst-classification-classificationresult-multi

   .. container:: message-rst-classification-classificationresult-documentation

      .. py:class:: rst.classification.ClassificationResult

         
         
         A class representing the result of a classification process.
         
         An example of such a result could be the output of an SVM-based
         classifier.
         
         In the simplest form, only the name of a decided class is
         given. However, it is also possible to give the whole vector of
         possible classes with their probabilities.
         
         
         .. codeauthor:: Johannes Wienke <jwienke@techfak.uni-bielefeld.de>
         

         .. py:attribute:: decided_class

            :type: :py:class:`OCTET-VECTOR`

            
            
            A shortcut to get the most likely class easily.
            
            This needs to be an ASCII string.

         .. py:attribute:: classes

            :type: array of  :py:class:`rst.classification.ClassificationResult.ClassWithProbability`

            
            
            The complete vector of classes with their probabilities if
            suitable.
            
            The results in this vector should of cause not contradict
            decided_class.

   .. container:: message-rst-classification-classificationresult-source

      :download:`Download this file <//home/jenkins/workspace/rst-manual-trunk/upstream/RST-0.19.0-Linux/share/rst0.19/proto/stable/rst/classification/ClassificationResult.proto>`

      .. literalinclude:: //home/jenkins/workspace/rst-manual-trunk/upstream/RST-0.19.0-Linux/share/rst0.19/proto/stable/rst/classification/ClassificationResult.proto
         :lines: 19-58
         :language: protobuf
         :emphasize-lines: 8-8,38-38



.. _message-rst-classification-classificationresult-classwithprobability:

Message ClassWithProbability
----------------------------

.. container:: message-rst-classification-classificationresult-classwithprobability-multi

   .. container:: message-rst-classification-classificationresult-classwithprobability-documentation

      .. py:class:: rst.classification.ClassificationResult.ClassWithProbability

         
         
         Represents a single class a classification process can return
         with the probability that this class applies to the classified
         aspect.

         .. py:attribute:: name

            :type: :py:class:`OCTET-VECTOR`

            
            
            Name of the class (ASCII string).

         .. py:attribute:: confidence

            :type: :py:class:`FLOAT32`

            
            
            Some kind of confidence, values are application dependent.
            
            However, values summing up to 1 are preferred.

   .. container:: message-rst-classification-classificationresult-classwithprobability-source

      :download:`Download this file <//home/jenkins/workspace/rst-manual-trunk/upstream/RST-0.19.0-Linux/share/rst0.19/proto/stable/rst/classification/ClassificationResult.proto>`

      .. literalinclude:: //home/jenkins/workspace/rst-manual-trunk/upstream/RST-0.19.0-Linux/share/rst0.19/proto/stable/rst/classification/ClassificationResult.proto
         :lines: 33-47
         :language: protobuf
         :emphasize-lines: 6-6,13-13