Builders

With DocumentBuilders, Lucene documents can be created from images, using the builders' createDocument(BufferedImage, String) method, in order to be added to a Lucene index. There are three main DocumentBuilders. The GlobalDocumentBuilder, the LocalDocumentBuilder and the SimpleDocumentBuilder. Each one of them supports a different feature type and most importantly, all of them can handle multiple Extractors, by using the addExtractor method of each DocumentBuilder, before creating the Lucene documents. Finally, in both the LocalDocumentBuilder and the SimpleDocumentBuilder, each Extractor has to be accompanied by a codebook, or a list of codebooks, which is necessary in order to aggregate the local features to a vector representation, using an aggregator.

GlobalDocumentBuilder

Use the GlobalDocumentBuilder to create a DocumentBuilder for global features. This builder can take any GlobalFeatue implementation and create a builder class from it.

GlobalDocumentBuilder globalDocumentBuilder = new GlobalDocumentBuilder(CEDD.class);

You can also add multiple GlobalFeatues using the addExtractor. For instance:

GlobalDocumentBuilder globalDocumentBuilder = new GlobalDocumentBuilder();
globalDocumentBuilder.addExtractor(CEDD.class);
globalDocumentBuilder.addExtractor(FCTH.class);
globalDocumentBuilder.addExtractor(AutoColorCorrelogram.class);

LocalDocumentBuilder

Use the LocalDocumentBuilder to create a DocumentBuilder for local features, like SIFT or SURF. This builder can take any LocalFeatureExtractor implementation accompanied by a codebook, or a list of codebooks and create a builder class from it.

LocalDocumentBuilder localDocumentBuilder = new LocalDocumentBuilder();
localDocumentBuilder.addExtractor(CvSurfExtractor.class, Cluster.readClusters("./src/test/resources/codebooks/CvSURF32"));

SimpleDocumentBuilder

Finally, one more builder is available, the SimpleDocumentBuilder which can take any combination of a GlobalFeatue and a SimpleExtractor.KeypointDetector, in order to localize global descriptors according to SIMPLE.

SimpleDocumentBuilder simpleDocumentBuilder = new SimpleDocumentBuilder();
simpleDocumentBuilder.addExtractor(CEDD.class, SimpleExtractor.KeypointDetector.CVSURF, Cluster.readClusters("./src/test/resources/codebooks/SIMPLEdetCVSURFCEDD32"));