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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.io.File;
import java.io.IOException;
import java.net.URL;
import org.apache.commons.io.FileUtils;
import org.openimaj.citation.annotation.Reference;
import org.openimaj.citation.annotation.ReferenceType;
import org.openimaj.data.DataUtils;
import org.openimaj.experiment.annotations.DatasetDescription;
import org.openimaj.image.Image;
import org.openimaj.io.InputStreamObjectReader;
/**
* The IMM Face Database (a set of labelled faces with connected points).
*
* @author Jonathon Hare ([email protected])
*/
@DatasetDescription(
name = "The IMM Face Database",
description = "A dataset consisting of 240 annotated monocular " +
"images of 40 different human faces. Points of correspondence are placed " +
"on each image so the dataset can be readily used for building statistical " +
"models of shape.",
creator = "Michael M. Nordstrom, Mads Larsen, Janusz Sierakowski, and Mikkel B. Stegmann",
url = "http://www2.imm.dtu.dk/~aam/datasets/datasets.html",
downloadUrls = {
"http://datasets.openimaj.org/imm_face_db.zip"
})
@Reference(
type = ReferenceType.Article,
author = { "M. B. Stegmann", "B. K. Ersb{\\o}ll", "R. Larsen" },
title = "{FAME} -- A Flexible Appearance Modelling Environment",
year = "2003",
journal = "IEEE Trans. on Medical Imaging",
pages = { "1319", "1331" },
number = "10",
publisher = "IEEE",
volume = "22")
public class IMMFaceDatabase {
private static final String DATA_ZIP = "imm_face_db.zip";
private static final String DATA_DOWNLOAD_URL = "http://datasets.openimaj.org/imm_face_db.zip";
/**
* Get a dataset of the IMM images and points. If the dataset hasn't been
* downloaded, it will be fetched automatically and stored in the OpenIMAJ
* data directory. The images in the dataset are grouped by their class.
*
* @see DataUtils#getDataDirectory()
*
* @param reader
* the reader for images (can be null
if you only
* care about the points)
* @return the dataset
* @throws IOException
* if an error occurs
*/
public static > ShapeModelDataset load(InputStreamObjectReader reader)
throws IOException
{
return ShapeModelDatasets.loadASFDataset(downloadAndGetPath(), reader);
}
private static String downloadAndGetPath() throws IOException {
final File dataset = DataUtils.getDataLocation(DATA_ZIP);
if (!(dataset.exists())) {
dataset.getParentFile().mkdirs();
FileUtils.copyURLToFile(new URL(DATA_DOWNLOAD_URL), dataset);
}
return "zip:file:" + dataset.toString();
}
}
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