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Methods for the extraction of low-level image features, including global image features and pixel/patch classification models.
/**
* Copyright (c) 2011, The University of Southampton and the individual contributors.
* All rights reserved.
*
* Redistribution and use in source and binary forms, with or without modification,
* are permitted provided that the following conditions are met:
*
* * Redistributions of source code must retain the above copyright notice,
* this list of conditions and the following disclaimer.
*
* * Redistributions in binary form must reproduce the above copyright notice,
* this list of conditions and the following disclaimer in the documentation
* and/or other materials provided with the distribution.
*
* * Neither the name of the University of Southampton nor the names of its
* contributors may be used to endorse or promote products derived from this
* software without specific prior written permission.
*
* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND
* ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED
* WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
* DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR
* ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES
* (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES;
* LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON
* ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
* (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
* SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
*/
package org.openimaj.image.model.asm.datasets;
import java.util.List;
import org.openimaj.data.dataset.ListDataset;
import org.openimaj.image.Image;
import org.openimaj.image.model.asm.ActiveShapeModel;
import org.openimaj.math.geometry.point.PointList;
import org.openimaj.math.geometry.point.PointListConnections;
import org.openimaj.math.geometry.shape.PointDistributionModel;
import org.openimaj.util.pair.IndependentPair;
/**
* Dataset representing pairs of images and fixed size sets of points, together
* with a set of connections between points which are valid across all
* instances. Useful for training {@link PointDistributionModel}s and
* {@link ActiveShapeModel}s.
*
* @author Jonathon Hare ([email protected])
*
* @param
* type of the images in the collection
*/
public interface ShapeModelDataset>
extends
ListDataset>
{
/**
* Get the connections between the points
*
* @return the connections
*/
public PointListConnections getConnections();
/**
* Get the points for each instance
*
* @return the point list for each instance
*/
public List getPointLists();
/**
* Get the image for each instance
*
* @return the image for each instance
*/
public List getImages();
}
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