private DocumentBuilder getDocumentBuilder() {
ChainedDocumentBuilder builder = new ChainedDocumentBuilder();
builder.addBuilder(DocumentBuilderFactory.getCEDDDocumentBuilder());
builder.addBuilder(DocumentBuilderFactory.getAutoColorCorrelogramDocumentBuilder());
builder.addBuilder(DocumentBuilderFactory.getColorLayoutBuilder());
return builder;
}
protected void setUp() {
builder = new ChainedDocumentBuilder();
// builder.addBuilder(new GenericDocumentBuilder(FuzzyColorHistogram.class,
// "FIELD_FUZZYCOLORHIST"));
// builder.addBuilder(new GenericDocumentBuilder(JpegCoefficientHistogram.class,
// "FIELD_JPEGCOEFFHIST"));
// builder.addBuilder(new GenericDocumentBuilder(HSVColorHistogram.class,
// "FIELD_HSVCOLORHIST"));
// builder.addBuilder(new GenericDocumentBuilder(GeneralColorLayout.class,
// "FIELD_GENCL"));
// builder.addBuilder(DocumentBuilderFactory.getColorHistogramDocumentBuilder());
// builder.addBuilder(DocumentBuilderFactory.getCEDDDocumentBuilder());
// builder.addBuilder(DocumentBuilderFactory.getFCTHDocumentBuilder());
// builder.addBuilder(new GenericDocumentBuilder(SimpleColorHistogram.class,
// "FIELD_CH"));
// builder.addBuilder(new GenericDocumentBuilder(AutoColorCorrelogram.class,
// "FIELD_ACC"));
builder.addBuilder(DocumentBuilderFactory.getColorLayoutBuilder());
builder.addBuilder(DocumentBuilderFactory.getEdgeHistogramBuilder());
builder.addBuilder(DocumentBuilderFactory.getScalableColorBuilder());
// creating test cases ...
String testcasesDir = "C:\\Temp\\RGA\\cameraShots\\";
testcases.put(testcasesDir + "bocajr.jpg", "sb_153.jpg");
testcases.put(testcasesDir + "deskshot_01.jpg", "sb_196.jpg");
testcases.put(testcasesDir + "deskshot_02.jpg", "sb_213.jpg");
testcases.put(testcasesDir + "future.jpg", "sb_270.jpg");
testcases.put(testcasesDir + "icecrystals.jpg", "sb_219.jpg");
testcases.put(testcasesDir + "jedis.jpg", "sb_214.jpg");
// testcases.put(testcasesDir + "midnightfogs.jpg", "");
// testcases.put(testcasesDir + "myfile.jpg", "");
// testcases.put(testcasesDir + "new_01.jpg", "");
testcases.put(testcasesDir + "stussey.jpg", "sb_136.jpg");
testcases.put(testcasesDir + "supremelow.jpg", "sb_136.jpg");
testcases.put(testcasesDir + "tiffany.jpg", "sb_130.jpg");
// testcases.put(testcasesDir + "unluckys.jpg", "");
}
public double testIndexing() throws IOException, IllegalAccessException, InstantiationException {
LocalitySensitiveHashing.generateHashFunctions();
LocalitySensitiveHashing.readHashFunctions();
DocumentBuilder builder = new ChainedDocumentBuilder();
((ChainedDocumentBuilder) builder).addBuilder(DocumentBuilderFactory.getCEDDDocumentBuilder());
// System.out.println("-< Getting files to index >--------------");
ArrayList<String> images = FileUtils.getAllImages(new File(testExtensive), true);
// System.out.println("-< Indexing " + images.size() + " files >--------------");
IndexWriter iw =
LuceneUtils.createIndexWriter(indexPath, true, LuceneUtils.AnalyzerType.WhitespaceAnalyzer);
int count = 0;
long time = System.currentTimeMillis();
for (String identifier : images) {
CEDD cedd = new CEDD();
cedd.extract(ImageIO.read(new FileInputStream(identifier)));
Document doc = new Document();
doc.add(new Field(DocumentBuilder.FIELD_NAME_CEDD, cedd.getByteArrayRepresentation()));
doc.add(
new Field(
DocumentBuilder.FIELD_NAME_IDENTIFIER,
identifier,
Field.Store.YES,
Field.Index.NOT_ANALYZED));
int[] hashes = LocalitySensitiveHashing.generateHashes(cedd.getDoubleHistogram());
StringBuilder hash = new StringBuilder(512);
for (int i = 0; i < hashes.length; i++) {
hash.append(hashes[i]);
hash.append(' ');
}
// System.out.println("hash = " + hash);
doc.add(new Field("hash", hash.toString(), Field.Store.YES, Field.Index.ANALYZED));
iw.addDocument(doc);
count++;
// if (count % 100 == 0) System.out.println(count + " files indexed.");
}
long timeTaken = (System.currentTimeMillis() - time);
float sec = ((float) timeTaken) / 1000f;
// System.out.println(sec + " seconds taken, " + (timeTaken / count) + " ms per image.");
iw.close();
return testSearch();
}
public void testSiftIndexing() throws IOException {
ArrayList<String> images = FileUtils.getAllImages(new File(testExtensive), true);
ChainedDocumentBuilder db = new ChainedDocumentBuilder();
db.addBuilder(new SiftDocumentBuilder());
db.addBuilder(DocumentBuilderFactory.getCEDDDocumentBuilder());
IndexWriter iw = LuceneUtils.createIndexWriter("sift-idx", true);
for (int i = 0; i < images.size(); i++) {
// int sampleQuery = sampleQueries[i];
// String s = testExtensive + "/" + sampleQuery + ".jpg";
iw.addDocument(db.createDocument(new FileInputStream(images.get(i)), images.get(i)));
if (i % 100 == 99) System.out.print(".");
if (i % 1000 == 999) System.out.print(" ~ " + i + " files indexed\n");
if (i > 1000) break;
}
System.out.println("");
iw.close();
}
/**
* Index a picture
*
* @param source
* @param picture_id
* @param conf
* @throws IOException
*/
public static void index(byte[] source, UUID picture_id, IndexWriterConfig conf)
throws IOException {
ByteArrayInputStream in = new ByteArrayInputStream(source);
BufferedImage image = ImageIO.read(in);
// Creating an Lucene IndexWriter
log.debug("Is Lucene configured? " + (conf == null));
if (conf == null) {
conf =
new IndexWriterConfig(
LuceneUtils.LUCENE_VERSION, new WhitespaceAnalyzer(LuceneUtils.LUCENE_VERSION));
conf.setOpenMode(IndexWriterConfig.OpenMode.CREATE_OR_APPEND);
}
luceneIndexer(
image,
picture_id,
FeatureEnumerate.AutoColorCorrelogram.getText(),
DocumentBuilderFactory.getAutoColorCorrelogramDocumentBuilder(),
conf);
luceneIndexer(
image,
picture_id,
FeatureEnumerate.CEDD.getText(),
DocumentBuilderFactory.getCEDDDocumentBuilder(),
conf);
luceneIndexer(
image,
picture_id,
FeatureEnumerate.ColorLayout.getText(),
DocumentBuilderFactory.getColorLayoutBuilder(),
conf);
luceneIndexer(
image,
picture_id,
FeatureEnumerate.EdgeHistogram.getText(),
DocumentBuilderFactory.getEdgeHistogramBuilder(),
conf);
luceneIndexer(
image,
picture_id,
FeatureEnumerate.ColorHistogram.getText(),
DocumentBuilderFactory.getColorHistogramDocumentBuilder(),
conf);
luceneIndexer(
image,
picture_id,
FeatureEnumerate.PHOG.getText(),
DocumentBuilderFactory.getPHOGDocumentBuilder(),
conf);
}
