LIRE(Lucene Image REtrieval)提供一种的简单方式来创建基于图像特性的Lucene索引。利用该索引就能够构建一个基于内容的图像检索(content- based image retrieval,CBIR)系统,来搜索相似的图像。LIRE使用的特性都取自MPEG-7标准: ScalableColor、ColorLayout、EdgeHistogram。
使用DocumentBuilderFactory
创建 DocumentBuilder
,例如DocumentBuilderFactory.getCEDDDocumentBuilder()
.
将图片加入索引index 需要以下2步:
-
使用
DocumentBuilder
创建Document:builder.createDocument(FileInputStream, String)
.(第一个参数是图片文件) -
将document 加入 index.
LIRE支持很多种的特征值。具体可以看 DocumentBuilderFactory
类的源代码。也可以使用 ChainedDocumentBuilder
同时使用多种特征值。
创建索引的方法如下代码所示
/**
* Simple index creation with Lire
*
* @author Mathias Lux, mathias@juggle.at
*/
public class Indexer {
public static void main(String[] args) throws IOException {
// Checking if arg[0] is there and if it is a directory.
boolean passed = false;
if (args.length > 0) {
File f = new File(args[0]);
System.out.println("Indexing images in " + args[0]);
if (f.exists() && f.isDirectory()) passed = true;
}
if (!passed) {
System.out.println("No directory given as first argument.");
System.out.println("Run \"Indexer <directory>\" to index files of a directory.");
System.exit(1);
}
// Getting all images from a directory and its sub directories.
ArrayList<String> images = FileUtils.getAllImages(new File(args[0]), true);
// Creating a CEDD document builder and indexing al files.
DocumentBuilder builder = DocumentBuilderFactory.getCEDDDocumentBuilder();
// Creating an Lucene IndexWriter
IndexWriterConfig conf = new IndexWriterConfig(LuceneUtils.LUCENE_VERSION,
new WhitespaceAnalyzer(LuceneUtils.LUCENE_VERSION));
IndexWriter iw = new IndexWriter(FSDirectory.open(new File("index")), conf);
// Iterating through images building the low level features
for (Iterator<String> it = images.iterator(); it.hasNext(); ) {
String imageFilePath = it.next();
System.out.println("Indexing " + imageFilePath);
try {
BufferedImage img = ImageIO.read(new FileInputStream(imageFilePath));
Document document = builder.createDocument(img, imageFilePath);
iw.addDocument(document);
} catch (Exception e) {
System.err.println("Error reading image or indexing it.");
e.printStackTrace();
}
}
// closing the IndexWriter
iw.close();
System.out.println("Finished indexing.");
}
}
原文:
http://www.semanticmetadata.net/wiki/doku.php?id=lire:createindex