diff --git a/.classpath b/.classpath
new file mode 100755
index 0000000..0a1dadd
--- /dev/null
+++ b/.classpath
@@ -0,0 +1,26 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<classpath>
+	<classpathentry kind="src" output="target/classes" path="src/main/java">
+		<attributes>
+			<attribute name="optional" value="true"/>
+			<attribute name="maven.pomderived" value="true"/>
+		</attributes>
+	</classpathentry>
+	<classpathentry kind="src" output="target/test-classes" path="src/test/java">
+		<attributes>
+			<attribute name="optional" value="true"/>
+			<attribute name="maven.pomderived" value="true"/>
+		</attributes>
+	</classpathentry>
+	<classpathentry kind="con" path="org.eclipse.jdt.launching.JRE_CONTAINER/org.eclipse.jdt.internal.debug.ui.launcher.StandardVMType/J2SE-1.5">
+		<attributes>
+			<attribute name="maven.pomderived" value="true"/>
+		</attributes>
+	</classpathentry>
+	<classpathentry kind="con" path="org.eclipse.m2e.MAVEN2_CLASSPATH_CONTAINER">
+		<attributes>
+			<attribute name="maven.pomderived" value="true"/>
+		</attributes>
+	</classpathentry>
+	<classpathentry kind="output" path="target/classes"/>
+</classpath>
diff --git a/.gitignore b/.gitignore
new file mode 100755
index 0000000..b83d222
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1 @@
+/target/
diff --git a/.project b/.project
new file mode 100755
index 0000000..cdbbf23
--- /dev/null
+++ b/.project
@@ -0,0 +1,23 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<projectDescription>
+	<name>AIDR_ImageFiltering</name>
+	<comment></comment>
+	<projects>
+	</projects>
+	<buildSpec>
+		<buildCommand>
+			<name>org.eclipse.jdt.core.javabuilder</name>
+			<arguments>
+			</arguments>
+		</buildCommand>
+		<buildCommand>
+			<name>org.eclipse.m2e.core.maven2Builder</name>
+			<arguments>
+			</arguments>
+		</buildCommand>
+	</buildSpec>
+	<natures>
+		<nature>org.eclipse.jdt.core.javanature</nature>
+		<nature>org.eclipse.m2e.core.maven2Nature</nature>
+	</natures>
+</projectDescription>
diff --git a/.settings/org.eclipse.core.resources.prefs b/.settings/org.eclipse.core.resources.prefs
new file mode 100755
index 0000000..f9fe345
--- /dev/null
+++ b/.settings/org.eclipse.core.resources.prefs
@@ -0,0 +1,4 @@
+eclipse.preferences.version=1
+encoding//src/main/java=UTF-8
+encoding//src/test/java=UTF-8
+encoding/<project>=UTF-8
diff --git a/.settings/org.eclipse.jdt.core.prefs b/.settings/org.eclipse.jdt.core.prefs
new file mode 100755
index 0000000..abec6ca
--- /dev/null
+++ b/.settings/org.eclipse.jdt.core.prefs
@@ -0,0 +1,5 @@
+eclipse.preferences.version=1
+org.eclipse.jdt.core.compiler.codegen.targetPlatform=1.5
+org.eclipse.jdt.core.compiler.compliance=1.5
+org.eclipse.jdt.core.compiler.problem.forbiddenReference=warning
+org.eclipse.jdt.core.compiler.source=1.5
diff --git a/README.md b/README.md
new file mode 100755
index 0000000..94d404a
--- /dev/null
+++ b/README.md
@@ -0,0 +1,10 @@
+# AIDRImageFiltering
+
+# How to run:
+cd AIDRImageFiltering/
+java -classpath /target/image-filtering-0.0.1-SNAPSHOT.jar hbku.qcri.sc.aidr.imagecrawler.ImageCrawler -j sample/150311152434_cyclone_pam-15_20150326_vol-4.json -f sample/images -m p
+
+Options to run: 
+-j Json file of the collection
+-f Save image to the folder under the name of collection
+-m Run in parallel, value is p for parallel running option, it will check the number of processor the machine has and will utilizes 75% of it.
\ No newline at end of file
diff --git a/pom.xml b/pom.xml
new file mode 100755
index 0000000..2fee463
--- /dev/null
+++ b/pom.xml
@@ -0,0 +1,125 @@
+<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+  xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
+  <modelVersion>4.0.0</modelVersion>
+  <groupId>aidr.sc.qcri</groupId>
+  <artifactId>image-filtering</artifactId>
+  <version>0.0.1-SNAPSHOT</version>
+  <packaging>jar</packaging>
+  <name>AIDRImageFiltering</name>
+  <url>http://maven.apache.org</url>
+  <properties>
+    <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
+  
+  </properties>
+  
+  <build>
+    
+    <plugins>
+      <plugin>
+        <artifactId>maven-assembly-plugin</artifactId>
+        <version>3.0.0</version>
+        <configuration>
+          <descriptorRefs>
+            <descriptorRef>jar-with-dependencies</descriptorRef>
+          </descriptorRefs>
+        </configuration>
+        <executions>
+          <execution>
+            <id>make-assembly</id> <!-- this is used for inheritance merges -->
+            <phase>package</phase> <!-- bind to the packaging phase -->
+            <goals>
+              <goal>single</goal>
+            </goals>
+          </execution>
+        </executions>
+      </plugin>
+  </plugins>
+  </build>
+  <dependencies>
+    <dependency>
+      <groupId>junit</groupId>
+      <artifactId>junit</artifactId>
+      <version>3.8.1</version>
+      <scope>test</scope>
+    </dependency>
+    
+    <!-- ND4J backend. You need one in every DL4J project. Normally define artifactId as either "nd4j-native-platform" or "nd4j-cuda-7.5-platform" -->
+			<dependency>
+                <groupId>org.nd4j</groupId>
+                <artifactId>nd4j-native-platform</artifactId>
+                <version>0.7.2</version>
+            </dependency>
+            
+        <!-- Core DL4J functionality -->
+        <dependency>
+            <groupId>org.deeplearning4j</groupId>
+            <artifactId>deeplearning4j-core</artifactId>
+            <version>0.7.2</version>
+        </dependency>
+
+        <dependency>
+            <groupId>org.deeplearning4j</groupId>
+            <artifactId>deeplearning4j-nlp</artifactId>
+            <version>0.7.2</version>
+        </dependency>
+        
+        <dependency>
+            <groupId>org.deeplearning4j</groupId>
+            <artifactId>deeplearning4j-nn</artifactId>
+            <version>0.7.2</version>
+        </dependency>
+        
+        <!-- deeplearning4j-ui is used for HistogramIterationListener + visualization: see http://deeplearning4j.org/visualization -->
+        <dependency>
+            <groupId>org.deeplearning4j</groupId>
+            <artifactId>deeplearning4j-ui_2.10</artifactId>
+            <version>0.7.2</version>
+        </dependency>
+        
+	<dependency>
+    	<groupId>org.bytedeco.javacpp-presets</groupId>
+    	<artifactId>opencv</artifactId>
+    	<version>3.1.0-1.3</version>
+	</dependency>
+
+		<!-- https://mvnrepository.com/artifact/org.datavec/datavec-data-codec -->
+	<dependency>
+    	<groupId>org.datavec</groupId>
+    	<artifactId>datavec-data-codec</artifactId>
+    	<version>0.7.2</version>
+	</dependency>
+	
+	<dependency>
+            <groupId>com.google.guava</groupId>
+            <artifactId>guava</artifactId>
+            <version>19.0</version>
+        </dependency>
+     
+  
+        <!-- Used for downloading data in some of the examples -->
+        <dependency>
+            <groupId>org.apache.httpcomponents</groupId>
+            <artifactId>httpclient</artifactId>
+            <version>4.3.5</version>
+        </dependency>
+    <dependency>
+    	<groupId>org.apache.commons</groupId>
+    	<artifactId>commons-exec</artifactId>
+    	<version>1.3</version>
+	</dependency>
+	
+	<!-- https://mvnrepository.com/artifact/commons-cli/commons-cli -->
+	<dependency>
+    	<groupId>commons-cli</groupId>
+    	<artifactId>commons-cli</artifactId>
+    	<version>1.2</version>
+	</dependency>
+		
+	<!-- https://mvnrepository.com/artifact/redis.clients/jedis -->
+	<dependency>
+    	<groupId>redis.clients</groupId>
+    	<artifactId>jedis</artifactId>
+    	<version>2.9.0</version>
+	</dependency>
+  </dependencies>
+</project>
diff --git a/sample/150311152434_cyclone_pam-15_20150326_vol-4.json b/sample/150311152434_cyclone_pam-15_20150326_vol-4.json
new file mode 100755
index 0000000..df05bb4
--- /dev/null
+++ b/sample/150311152434_cyclone_pam-15_20150326_vol-4.json
@@ -0,0 +1,2000 @@
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diff --git a/src/main/java/hbku/qcri/sc/aidr/deduplication/ImageDeduplication_py.java b/src/main/java/hbku/qcri/sc/aidr/deduplication/ImageDeduplication_py.java
new file mode 100755
index 0000000..4c7805c
--- /dev/null
+++ b/src/main/java/hbku/qcri/sc/aidr/deduplication/ImageDeduplication_py.java
@@ -0,0 +1,148 @@
+package hbku.qcri.sc.aidr.deduplication;
+
+import java.io.ByteArrayOutputStream;
+import java.io.File;
+import java.io.IOException;
+import java.math.BigInteger;
+import java.util.List;
+
+import org.apache.commons.exec.CommandLine;
+import org.apache.commons.exec.DefaultExecutor;
+import org.apache.commons.exec.ExecuteException;
+import org.apache.commons.exec.PumpStreamHandler;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+import redis.clients.jedis.Jedis;
+
+public class ImageDeduplication_py {
+	
+	protected static final Logger log = LoggerFactory.getLogger(ImageDeduplication_py.class);
+	
+	public static String py_path = "";
+	public static String py_code = "";
+	
+	public static int hash_length = 64;
+	public static int threshold = 10;
+	
+	public String jedis_server = "";
+	public Jedis myJedis;
+	
+	public ImageDeduplication_py(String py_pathx, String py_codex, String jedis_serverx) {
+		py_code = py_codex;
+		py_path = py_pathx;
+		jedis_server = jedis_serverx;
+		myJedis = new Jedis(jedis_server);
+	}
+	
+	public static String getPHash(String im_file){
+		String line = py_path + " " + py_code+ " "  + im_file;
+		//System.out.println(line);
+		CommandLine commandLine = CommandLine.parse(line);
+		DefaultExecutor executor = new DefaultExecutor();
+		executor.setWorkingDirectory(new File("./pHash/"));
+		//System.out.println(executor.getWorkingDirectory());
+		ByteArrayOutputStream outputStream = new ByteArrayOutputStream();
+		PumpStreamHandler streamHandler = new PumpStreamHandler(outputStream);
+		
+		executor.setStreamHandler(streamHandler);
+		try {
+			executor.execute(commandLine);
+		} catch (ExecuteException e) {
+			log.error("Cannot run the python code..!");
+			log.error(e.getMessage());
+		} catch (IOException e) {
+			log.error("Errors of python path, python code implementation..!");
+			log.error(e.getMessage());
+		}	
+		return outputStream.toString().trim();
+	}
+	
+	//convert hexa to binary with full 0000
+	public static String hexToBin(String s) {
+		String hash = new BigInteger(s, 16).toString(2);
+		int h_len = hash.length();
+		if (h_len < hash_length){
+			String prex = "";
+			for (long i = 0; i < hash_length - h_len; i++) {
+			    prex = prex.concat("0");
+			}	
+			hash = prex + hash; 
+		}	
+		return hash;
+	}
+	
+	public static int getHammingDistance(String hexa_s1, String hexa_s2) {
+		// check preconditions
+		String s1 = hexToBin(hexa_s1);
+		String s2 = hexToBin(hexa_s2);
+		
+		if (s1 == null || s2 == null || s1.length() != s2.length()) {
+			throw new IllegalArgumentException();
+		}
+		// compute hamming distance
+		int distance = 0;
+		for (int i = 0; i < s1.length(); i++) {
+			if (s1.charAt(i) != s2.charAt(i)) {
+				distance++;
+			}
+		}
+		return distance;
+	}
+	
+	
+	//do search the hash, return whether 
+	public int searchAndUpdate(String collection_id, String new_hash ){
+		List<String> hash_list = myJedis.lrange(collection_id, 0, -1);
+		int n = hash_list.size();
+		if(n>0){
+			String curr_hash;
+			int dis;
+			for (int i=0; i<n; i++){  //need to optimize a bit // now the max computation is O(n)
+				curr_hash = hash_list.get(i);
+				dis = getHammingDistance(curr_hash, new_hash);
+				if(dis <= threshold){
+					return i;
+				}	
+			}
+		}
+		//update the hash here if there is no duplication
+		myJedis.lpush(collection_id, new_hash);
+		return -1;
+	}
+	
+	// filter upcoming image whether it has a duplicate or not.
+	public boolean filerImage(String collection_id, String im_file) {
+		String new_hash = getPHash(im_file);
+		int h_idx = searchAndUpdate(collection_id, new_hash);
+		if(h_idx > -1){
+			return false;
+		}
+		return true;	
+	}
+	
+	public static void main(String[] args) throws ExecuteException, IOException {
+			
+		//the key is collection ID
+		//the value is the list of hash 
+		/*
+		String py_path = "/Library/Frameworks/Python.framework/Versions/2.7/bin/python";
+		String py_code = "compute_pHash.py"; 
+		String jedis_server = "localhost";
+		
+		ImageDeduplication imDedup = new ImageDeduplication(py_path,py_code,jedis_server);
+		
+		System.out.println(imDedup.filerImage("collection1", "../im_data/POS/ecuador_eq_mild_im_89.jpg"));		
+		System.out.println(imDedup.filerImage("collection1","../im_data/POS/ecuador_eq_mild_im_89.jpg"));		
+		System.out.println(imDedup.filerImage("collection2","../im_data/NEG/ecuador_eq_none_im_218.jpg"));
+		System.out.println(imDedup.filerImage("collection2","../im_data/POS/ecuador_eq_mild_im_89.jpg"));
+		System.out.println(imDedup.filerImage("collection2","../im_data/POS/ecuador_eq_mild_im_89.jpg"));
+		System.out.println(imDedup.filerImage("collection3","../im_data/POS/ecuador_eq_mild_im_89.jpg"));
+		
+		//System.out.println(myJedis.del));
+		*/
+		
+		
+	}
+
+}
diff --git a/src/main/java/hbku/qcri/sc/aidr/deduplication/ImageDeduplicator.java b/src/main/java/hbku/qcri/sc/aidr/deduplication/ImageDeduplicator.java
new file mode 100755
index 0000000..8f885be
--- /dev/null
+++ b/src/main/java/hbku/qcri/sc/aidr/deduplication/ImageDeduplicator.java
@@ -0,0 +1,102 @@
+package hbku.qcri.sc.aidr.deduplication;
+
+import java.io.File;
+import java.io.FileInputStream;
+import java.io.IOException;
+import java.io.InputStream;
+import java.util.List;
+
+import org.apache.commons.exec.ExecuteException;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+import redis.clients.jedis.Jedis;
+
+public class ImageDeduplicator {
+	
+	protected static final Logger log = LoggerFactory.getLogger(ImageDeduplicator.class);
+	
+	public static int hash_length = 64;
+	public static int threshold = 10;
+	public String jedis_server = "";
+	public Jedis myJedis;
+	
+	public static ImagePHash im_pHash; 
+	
+	public ImageDeduplicator(String jedis_serverx) {
+		im_pHash = new ImagePHash(32,8);
+		jedis_server = jedis_serverx;
+		myJedis = new Jedis(jedis_server);
+	}
+	
+	//where I can get the hexa hash
+	public String getPHash(InputStream input_im){
+		try {
+			return im_pHash.getHash(input_im);
+		} catch (Exception e) {
+			log.error("Cannot load the BuffedImage...!");
+			log.error(e.getMessage());
+		}
+		return null;
+	}
+	
+	
+	//do search the hash, return whether 
+	public int searchAndUpdate(String collection_id, String new_hash ){
+		List<String> hash_list = myJedis.lrange(collection_id, 0, -1);
+		int n = hash_list.size();
+		if(n>0){
+			String curr_hash;
+			int dis;
+			for (int i=0; i<n; i++){  //need to optimize a bit // now the max computation is O(n)
+				curr_hash = hash_list.get(i);
+				//System.out.println(curr_hash);
+				dis = im_pHash.distance(curr_hash, new_hash);
+				if(dis <= threshold){
+					return i;
+				}	
+			}
+		}
+		//update the hash here if there is no duplication
+		myJedis.lpush(collection_id, new_hash);
+		return -1;
+	}
+	
+	// filter upcoming image whether it has a duplicate or not.
+	public boolean filerImage(String collection_id, InputStream input_im) {
+		String new_hash = getPHash(input_im);
+		//need to convert to hex
+		int h_idx = searchAndUpdate(collection_id, new_hash);
+		if(h_idx > -1){
+			return true; //true mean: we will remove it, is has duplication 
+		}
+		return false;	// false mean: no duplicate, keep the image
+	}
+	
+	public static void main(String[] args) throws ExecuteException, IOException {
+			
+		//the key is collection ID
+		//the value is the list of hash 
+		String jedis_server = "localhost";
+		
+		ImageDeduplicator imDedup = new ImageDeduplicator(jedis_server);
+
+		InputStream file_1 = new FileInputStream(new File("./im_data/POS/ecuador_eq_mild_im_89.jpg"));
+		InputStream file_2 = new FileInputStream(new File("./im_data/NEG/ecuador_eq_none_im_218.jpg"));
+		InputStream file_3 = new FileInputStream(new File("./im_data/NEG/ecuador_eq_none_im_218.jpg"));
+
+		
+		System.out.println(imDedup.filerImage("collection7", file_1)) ;
+		System.out.println(imDedup.filerImage("collection7", file_1)) ;
+		System.out.println(imDedup.filerImage("collection7", file_3)) ;
+//		System.out.println(imDedup.filerImage("collection2", file_4)) ;
+//		System.out.println(imDedup.filerImage("collection1", file_5)) ;
+//		System.out.println(imDedup.filerImage("collection3", file_1)) ;
+//		System.out.println(imDedup.filerImage("collection3", file_2)) ;
+		
+	//	Jedis myJedis= new Jedis(jedis_server);
+	//	System.out.println(myJedis.del(myJedis.keys("collectio*")));
+		
+	}
+
+}
diff --git a/src/main/java/hbku/qcri/sc/aidr/deduplication/ImagePHash.java b/src/main/java/hbku/qcri/sc/aidr/deduplication/ImagePHash.java
new file mode 100755
index 0000000..2cd2ab4
--- /dev/null
+++ b/src/main/java/hbku/qcri/sc/aidr/deduplication/ImagePHash.java
@@ -0,0 +1,211 @@
+package hbku.qcri.sc.aidr.deduplication;
+
+import java.awt.Graphics2D;
+import java.awt.color.ColorSpace;
+import java.awt.image.BufferedImage;
+import java.awt.image.ColorConvertOp;
+import java.io.File;
+import java.io.FileInputStream;
+import java.io.InputStream;
+import java.util.ArrayList;
+
+import javax.imageio.ImageIO;
+/*
+ * pHash-like image hash. 
+ * Author: Elliot Shepherd (elliot@jarofworms.com
+ * Based On: http://www.hackerfactor.com/blog/index.php?/archives/432-Looks-Like-It.html
+ */
+public class ImagePHash {
+
+	private int size = 32;
+	private int smallerSize = 8;
+	
+	public ImagePHash() {
+		initCoefficients();
+	}
+	
+	public ImagePHash(int size, int smallerSize) {
+		this.size = size;
+		this.smallerSize = smallerSize;
+		
+		initCoefficients();
+	}
+	
+	public int distance(String s1, String s2) {
+		int counter = 0;
+		for (int k = 0; k < s1.length();k++) {
+			if(s1.charAt(k) != s2.charAt(k)) {
+				counter++;
+			}
+		}
+		return counter;
+	}
+	
+	// Returns a 'binary string' (like. 001010111011100010) which is easy to do a hamming distance on. 
+	public String getHash(InputStream is) throws Exception {
+		BufferedImage img = ImageIO.read(is);
+		
+		/* 1. Reduce size. 
+		 * Like Average Hash, pHash starts with a small image. 
+		 * However, the image is larger than 8x8; 32x32 is a good size. 
+		 * This is really done to simplify the DCT computation and not 
+		 * because it is needed to reduce the high frequencies.
+		 */
+		img = resize(img, size, size);
+		
+		/* 2. Reduce color. 
+		 * The image is reduced to a grayscale just to further simplify 
+		 * the number of computations.
+		 */
+		img = grayscale(img);
+		
+		double[][] vals = new double[size][size];
+		
+		for (int x = 0; x < img.getWidth(); x++) {
+			for (int y = 0; y < img.getHeight(); y++) {
+				vals[x][y] = getBlue(img, x, y);
+			}
+		}
+		
+		/* 3. Compute the DCT. 
+		 * The DCT separates the image into a collection of frequencies 
+		 * and scalars. While JPEG uses an 8x8 DCT, this algorithm uses 
+		 * a 32x32 DCT.
+		 */
+		//long start = System.currentTimeMillis();
+		double[][] dctVals = applyDCT(vals);
+		//System.out.println("DCT: " + (System.currentTimeMillis() - start));
+		
+		/* 4. Reduce the DCT. 
+		 * This is the magic step. While the DCT is 32x32, just keep the 
+		 * top-left 8x8. Those represent the lowest frequencies in the 
+		 * picture.
+		 */
+		/* 5. Compute the average value. 
+		 * Like the Average Hash, compute the mean DCT value (using only 
+		 * the 8x8 DCT low-frequency values and excluding the first term 
+		 * since the DC coefficient can be significantly different from 
+		 * the other values and will throw off the average).
+		 */
+		double total = 0;
+		
+		for (int x = 0; x < smallerSize; x++) {
+			for (int y = 0; y < smallerSize; y++) {
+				total += dctVals[x][y];
+			}
+		}
+		total -= dctVals[0][0];
+		
+		double avg = total / (double) ((smallerSize * smallerSize) - 1);
+	
+		/* 6. Further reduce the DCT. 
+		 * This is the magic step. Set the 64 hash bits to 0 or 1 
+		 * depending on whether each of the 64 DCT values is above or 
+		 * below the average value. The result doesn't tell us the 
+		 * actual low frequencies; it just tells us the very-rough 
+		 * relative scale of the frequencies to the mean. The result 
+		 * will not vary as long as the overall structure of the image 
+		 * remains the same; this can survive gamma and color histogram 
+		 * adjustments without a problem.
+		 */
+		String hash = "";
+		
+		for (int x = 0; x < smallerSize; x++) {
+			for (int y = 0; y < smallerSize; y++) {
+				if (x != 0 && y != 0) {
+					hash += (dctVals[x][y] > avg?"1":"0");
+				}
+			}
+		}
+		
+		return hash;
+	}
+	
+	private BufferedImage resize(BufferedImage image, int width,	int height) {
+		BufferedImage resizedImage = new BufferedImage(width, height, BufferedImage.TYPE_INT_ARGB);
+		Graphics2D g = resizedImage.createGraphics();
+		g.drawImage(image, 0, 0, width, height, null);
+		g.dispose();
+		return resizedImage;
+	}
+	
+	private ColorConvertOp colorConvert = new ColorConvertOp(ColorSpace.getInstance(ColorSpace.CS_GRAY), null);
+
+	private BufferedImage grayscale(BufferedImage img) {
+        colorConvert.filter(img, img);
+        return img;
+    }
+	
+	private static int getBlue(BufferedImage img, int x, int y) {
+		return (img.getRGB(x, y)) & 0xff;
+	}
+	
+	// DCT function stolen from http://stackoverflow.com/questions/4240490/problems-with-dct-and-idct-algorithm-in-java
+
+	private double[] c;
+	private void initCoefficients() {
+		c = new double[size];
+		
+        for (int i=1;i<size;i++) {
+            c[i]=1;
+        }
+        c[0]=1/Math.sqrt(2.0);
+    }
+	
+	private double[][] applyDCT(double[][] f) {
+		int N = size;
+		
+        double[][] F = new double[N][N];
+        for (int u=0;u<N;u++) {
+          for (int v=0;v<N;v++) {
+            double sum = 0.0;
+            for (int i=0;i<N;i++) {
+              for (int j=0;j<N;j++) {
+                sum+=Math.cos(((2*i+1)/(2.0*N))*u*Math.PI)*Math.cos(((2*j+1)/(2.0*N))*v*Math.PI)*(f[i][j]);
+              }
+            }
+            sum*=((c[u]*c[v])/4.0);
+            F[u][v] = sum;
+          }
+        }
+        return F;
+    }
+	
+	public static int getHammingDistance(String s1, String s2) {
+		// check preconditions
+		
+		if (s1 == null || s2 == null || s1.length() != s2.length()) {
+			throw new IllegalArgumentException();
+		}
+		// compute hamming distance
+		int distance = 0;
+		for (int i = 0; i < s1.length(); i++) {
+			if (s1.charAt(i) != s2.charAt(i)) {
+				distance++;
+			}
+		}
+		return distance;
+	}
+	
+	public static void main(String args[]) throws Exception{
+		ImagePHash h = new ImagePHash(32,8);
+		
+		for (int i=1; i<=550; i++){
+			String path = "./toEval/" + i +"/"; 
+			ArrayList<String> imgList = new ArrayList<String>();
+			File[] files = new File(path).listFiles();
+			for (File file : files) {
+			    if (file.isFile()) {
+			        imgList.add(file.getName());        
+			    }
+			}	
+			
+			String h1 = h.getHash(new FileInputStream(new File(path + imgList.get(0))));
+		    String h2 = h.getHash(new FileInputStream(new File(path+ imgList.get(1))));
+		    //compute the hash here
+		    System.out.println(getHammingDistance(h2, h1));
+		}
+		
+	}
+
+}
\ No newline at end of file
diff --git a/src/main/java/hbku/qcri/sc/aidr/deduplication/RunExp.java b/src/main/java/hbku/qcri/sc/aidr/deduplication/RunExp.java
new file mode 100755
index 0000000..008a35d
--- /dev/null
+++ b/src/main/java/hbku/qcri/sc/aidr/deduplication/RunExp.java
@@ -0,0 +1,70 @@
+package hbku.qcri.sc.aidr.deduplication;
+
+import java.io.BufferedReader;
+import java.io.File;
+import java.io.FileInputStream;
+import java.io.InputStreamReader;
+import java.util.HashMap;
+import java.util.Map;
+import java.util.Set;
+
+public class RunExp {
+	
+	public static ImagePHash h = new ImagePHash(32,8);
+	public static Map<String, String> im_hash = new HashMap<String, String>();
+	public static int threshold = 10;
+	
+	public static int upldate_hash(String hash, String im_file){
+		Set<String> keys = im_hash.keySet();
+		
+		String value = "";
+		
+		if (keys.isEmpty()){
+			im_hash.put(hash, im_file); 
+		}
+		else{
+			for(String key : keys){
+				//System.out.println(key);
+				int x = h.distance(key, hash);
+				if(x <=10){
+					value = im_hash.get(key) + " " + im_file;
+					im_hash.put(hash, value);
+					return 1;	
+				}
+			}
+			im_hash.put(hash,im_file);
+		}
+		return -1;
+	}	
+	
+	
+	public static void main(String args[]) throws Exception{
+		
+		FileInputStream fstream = new FileInputStream("/Users/ndat/Desktop/crawl-data/list.nepal_eq.true");
+		BufferedReader br = new BufferedReader(new InputStreamReader(fstream));
+
+		String strLine;
+
+		//Read File Line By Line
+		String im_file = "";
+		String hash = "";
+		
+		while ((strLine = br.readLine()) != null)   {
+		  // Print the content on the console
+			im_file = "/Users/ndat/Desktop/crawl-data/" + strLine;
+			hash = h.getHash(new FileInputStream(new File(im_file)));
+			//System.out.println(strLine);
+			upldate_hash(hash, strLine);
+		}
+		//Close the input stream
+		br.close();
+		Set<String> final_keys = im_hash.keySet();
+		
+		for(String key : final_keys){
+			System.out.println(im_hash.get(key));
+		}
+	
+		
+	}
+
+}
diff --git a/src/main/java/hbku/qcri/sc/aidr/filtering/ImageFilter.java b/src/main/java/hbku/qcri/sc/aidr/filtering/ImageFilter.java
new file mode 100755
index 0000000..5bb0ffe
--- /dev/null
+++ b/src/main/java/hbku/qcri/sc/aidr/filtering/ImageFilter.java
@@ -0,0 +1,77 @@
+package hbku.qcri.sc.aidr.filtering;
+
+import java.io.File;
+import java.io.IOException;
+
+import org.datavec.image.loader.NativeImageLoader;
+import org.deeplearning4j.nn.multilayer.MultiLayerNetwork;
+import org.deeplearning4j.util.ModelSerializer;
+import org.nd4j.linalg.api.ndarray.INDArray;
+import org.nd4j.linalg.dataset.api.preprocessor.DataNormalization;
+import org.nd4j.linalg.dataset.api.preprocessor.ImagePreProcessingScaler;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+public class ImageFilter {
+	protected static final Logger log = LoggerFactory.getLogger(ImageFilter.class);
+	
+	MultiLayerNetwork savedNetwork = null;
+	String modelPath ;
+	
+	protected static int height = 227;
+    protected static int width = 227;
+    protected static int channels = 3;
+    
+    //Loading the pre-trained model
+	public ImageFilter(String modelPath) {
+		super();
+		this.modelPath = modelPath;
+		//loading the model 
+		try {
+			this.savedNetwork = ModelSerializer.restoreMultiLayerNetwork(modelPath);
+		} catch (IOException e) {
+			log.error("Cannot loading the pre-trained filter model...!");
+			log.error(e.getMessage());
+		}
+	}
+	
+	//doing binary classification for one image
+	public boolean doFilteringImage(String collection_id, String im_file) {
+		File file = new File(im_file);
+		NativeImageLoader loader = new NativeImageLoader(height, width, channels);
+		try {
+			INDArray image = loader.asMatrix(file);
+			//DataNormalization scaler = new NormalizerStandardize();
+			//ImageTransform myTransform =  new MyImageTransform(null, 121,121,122);
+			DataNormalization scaler = new ImagePreProcessingScaler(0,1);
+	        scaler.transform(image);
+	        
+	        // Pass through to neural Net
+	        //long startTime = System.currentTimeMillis();
+	        INDArray output = this.savedNetwork.output(image);
+	        //long endTime = System.currentTimeMillis();
+	        //System.out.println("A pass through network took: " + (endTime - startTime)/1000 + " seconds"); //measure performance 
+	        float p_l1 = output.getFloat(0);
+	        float p_l2 = output.getFloat(1);
+	        System.out.println(p_l1);
+	        System.out.println(p_l2);
+	        if(p_l1 > p_l2){ // the classified label is NEG
+	        	return false;
+	        }
+			
+		} catch (IOException e) {
+			log.error("Cannot loading the image...!");
+			log.error(e.getMessage());
+		}
+		
+		return true;
+	}
+	
+    public static void main(String args[]){
+    	String modelPath = "./gold_models/gold-model-alex-dl4j-ep-7.zip";
+    	ImageFilter filter = new ImageFilter(modelPath);
+    	System.out.println(filter.doFilteringImage("nepal_eq", "./im_data/POS/ecuador_eq_mild_im_89.jpg"));
+    	System.out.println(filter.doFilteringImage("nepal_eq", "./im_data/POS/ecuador_eq_mild_im_89.jpg"));
+    	System.out.println(filter.doFilteringImage("nepal_eq", "./im_data/POS/ecuador_eq_mild_im_89.jpg"));
+    }
+}
diff --git a/src/main/java/hbku/qcri/sc/aidr/filtering/ImageFilteringModel.java b/src/main/java/hbku/qcri/sc/aidr/filtering/ImageFilteringModel.java
new file mode 100755
index 0000000..a7f7703
--- /dev/null
+++ b/src/main/java/hbku/qcri/sc/aidr/filtering/ImageFilteringModel.java
@@ -0,0 +1,268 @@
+package hbku.qcri.sc.aidr.filtering;
+
+import org.datavec.api.io.filters.BalancedPathFilter;
+import org.datavec.api.io.labels.ParentPathLabelGenerator;
+import org.datavec.api.split.FileSplit;
+import org.datavec.api.split.InputSplit;
+import org.datavec.image.loader.NativeImageLoader;
+import org.datavec.image.recordreader.ImageRecordReader;
+import org.datavec.image.transform.ImageTransform;
+import org.datavec.image.transform.ResizeImageTransform;
+import org.datavec.image.transform.ScaleImageTransform;
+import org.deeplearning4j.datasets.datavec.RecordReaderDataSetIterator;
+import org.deeplearning4j.eval.Evaluation;
+import org.deeplearning4j.nn.api.OptimizationAlgorithm;
+import org.deeplearning4j.nn.conf.*;
+import org.deeplearning4j.nn.conf.distribution.Distribution;
+import org.deeplearning4j.nn.conf.distribution.GaussianDistribution;
+import org.deeplearning4j.nn.conf.distribution.NormalDistribution;
+import org.deeplearning4j.nn.conf.inputs.InputType;
+import org.deeplearning4j.nn.conf.layers.*;
+import org.deeplearning4j.nn.multilayer.MultiLayerNetwork;
+import org.deeplearning4j.nn.weights.WeightInit;
+import org.deeplearning4j.optimize.listeners.ScoreIterationListener;
+import org.deeplearning4j.util.ModelSerializer;
+import org.nd4j.linalg.activations.Activation;
+import org.nd4j.linalg.api.ndarray.INDArray;
+import org.nd4j.linalg.dataset.DataSet;
+import org.nd4j.linalg.dataset.api.iterator.DataSetIterator;
+import org.nd4j.linalg.dataset.api.preprocessor.DataNormalization;
+import org.nd4j.linalg.dataset.api.preprocessor.NormalizerStandardize;
+import org.nd4j.linalg.lossfunctions.LossFunctions;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+import java.io.File;
+import java.util.Random;
+
+/**
+ * Filtering Model using AlexNet
+ *
+ */
+
+public class ImageFilteringModel {
+    protected static final Logger log = LoggerFactory.getLogger(ImageFilteringModel.class);
+    protected static int height = 227;
+    protected static int width = 227;
+    protected static int channels = 3;
+    protected static int numExamples = 5600;
+    protected static int numLabels = 2;
+    protected static int batchSize = 64;
+
+    protected static long seed = 42;
+    protected static Random rng = new Random(seed);
+    protected static int listenerFreq = 1;
+    protected static int iterations = 2;
+    protected static int epochs = 10;
+    protected static double splitTrainTest = 0.75;
+    protected static int nCores = 6;
+    protected static boolean save = true;
+
+    protected static String modelType = "AlexNet"; // LeNet, AlexNet or Custom but you need to fill it out
+
+    
+	public void run(String[] args) throws Exception {
+		//Nd4j.set
+        log.info("Load data....");
+        /**
+         * Data Setup -> organize and limit data file paths:
+         *  - mainPath = path to image files
+         *  - fileSplit = define basic dataset split with limits on format
+         *  - pathFilter = define additional file load filter to limit size and balance batch content
+         **/
+        ParentPathLabelGenerator labelMaker = new ParentPathLabelGenerator();
+        File mainPath = new File(System.getProperty("user.dir"), "im_data/");
+        FileSplit fileSplit = new FileSplit(mainPath, NativeImageLoader.ALLOWED_FORMATS, rng);
+        System.out.println(numExamples);
+        BalancedPathFilter pathFilter = new BalancedPathFilter(rng, labelMaker, numExamples, numLabels, 5600);
+        
+        /**
+         * Data Setup -> train test split
+         *  - inputSplit = define train and test split
+         **/
+        System.out.println(numExamples);
+        InputSplit[] inputSplit = fileSplit.sample(pathFilter, numExamples * splitTrainTest, numExamples * (1 - splitTrainTest));
+        
+        InputSplit trainData = inputSplit[0];
+        InputSplit testData = inputSplit[1];
+        
+        System.out.println("Num of train: " + trainData.length());
+        System.out.println("Num of test: " + testData.length());
+        
+        /**
+         * Data Setup -> normalization
+         *  - how to normalize images and generate large dataset to train on
+         **/
+        
+        ImageTransform cropTransform =  new ScaleImageTransform(null, 14);
+        ImageTransform resizeTransform =  new ResizeImageTransform(10, 14);
+        ImageTransform myTransform =  new MyImageTransform(null, 121,121,122);
+       
+        //DataNormalization scaler = new ImagePreProcessingScaler(0, 1 );
+        DataNormalization scaler = new NormalizerStandardize();
+        
+        log.info("Build model....");
+
+        // Uncomment below to try AlexNet. Note change height and width to at least 100
+        //MultiLayerNetwork network = new AlexNet(height, width, channels, numLabels, seed, iterations).init();
+
+        //Using Alexnet
+        MultiLayerNetwork network = alexnetModel();
+        network.init();
+        network.setListeners(new ScoreIterationListener(listenerFreq));
+        
+        //For monitoring
+        //UIServer uiServer = UIServer.getInstance();
+        ///StatsStorage statsStorage = new InMemoryStatsStorage();             //Alternative: new FileStatsStorage(File) - see UIStorageExample
+        //network.setListeners(new StatsListener(statsStorage, listenerFreq));
+        //uiServer.attach(statsStorage);
+        
+        /**
+         * Data Setup -> define how to load data into net:
+         *  - recordReader = the reader that loads and converts image data pass in inputSplit to initialize
+         *  - dataIter = a generator that only loads one batch at a time into memory to save memory
+         *  - trainIter = uses MultipleEpochsIterator to ensure model runs through the data for all epochs
+         **/
+        ImageRecordReader recordReader = new ImageRecordReader(height, width, channels, labelMaker);
+        DataSetIterator trainIter;
+        
+        log.info("Train model....");
+        // Train with or without transformations
+        recordReader.initialize(trainData, null);
+        trainIter = new RecordReaderDataSetIterator(recordReader, batchSize, 1, numLabels);
+        scaler.fit(trainIter);
+        trainIter.setPreProcessor(scaler);
+        
+        //Evaluation data
+        ImageRecordReader testRecordReader = new ImageRecordReader(height, width, channels, labelMaker);
+        DataSetIterator testIter;
+        testRecordReader.initialize(testData,null);
+        testIter = new RecordReaderDataSetIterator(testRecordReader, batchSize, 1, numLabels);
+        scaler.fit(testIter);
+        testIter.setPreProcessor(scaler);
+        
+        String loc2save;
+        for( int i=1; i<epochs + 1; i++ ) {
+        	
+        	network.fit(trainIter);
+        	
+            log.info("*** Completed epoch {} ***", i);
+            log.info("Evaluate model on dev set....");
+            Evaluation eval = new Evaluation(2);
+            while(testIter.hasNext()){
+                DataSet ds = testIter.next();
+                INDArray output = network.output(ds.getFeatureMatrix(), false);
+                eval.eval(ds.getLabels(), output);
+            }
+            log.info("--- Dev Acc: " + eval.accuracy());
+            log.info("--- Dev Pre: " + eval.precision());
+            log.info("--- Dev Rec: " + eval.recall());
+            log.info("--- Dev F1: " + eval.f1());
+            log.info("-------------------------------");
+            loc2save = "saved_models/alex-dl4j-final-ep-" + i + ".zip";
+            
+            //Updater: i.e., the state for Momentum, RMSProp, Adagrad etc. Save this if you want to train your network more in the future
+            ModelSerializer.writeModel(network, loc2save, true);
+            //log.info(eval.stats());
+            testIter.reset();
+        }
+             
+        log.info("****************Training Done..!********************");
+                
+    }
+
+    private ConvolutionLayer convInit(String name, int in, int out, int[] kernel, int[] stride, int[] pad, double bias) {
+        return new ConvolutionLayer.Builder(kernel, stride, pad).name(name).nIn(in).nOut(out).biasInit(bias).build();
+    }
+
+    private ConvolutionLayer conv3x3(String name, int out, double bias) {
+        return new ConvolutionLayer.Builder(new int[]{3,3}, new int[] {1,1}, new int[] {1,1}).name(name).nOut(out).biasInit(bias).build();
+    }
+
+    private ConvolutionLayer conv5x5(String name, int out, int[] stride, int[] pad, double bias) {
+        return new ConvolutionLayer.Builder(new int[]{5,5}, stride, pad).name(name).nOut(out).biasInit(bias).build();
+    }
+
+    private SubsamplingLayer maxPool(String name,  int[] kernel) {
+        return new SubsamplingLayer.Builder(kernel, new int[]{2,2}).name(name).build();
+    }
+
+    private DenseLayer fullyConnected(String name, int out, double bias, double dropOut, Distribution dist) {
+        return new DenseLayer.Builder().name(name).nOut(out).biasInit(bias).dropOut(dropOut).dist(dist).build();
+    }
+
+    
+    public MultiLayerNetwork alexnetModel() {
+        /**
+         * AlexNet model interpretation based on the original paper ImageNet Classification with Deep Convolutional Neural Networks
+         * and the imagenetExample code referenced.
+         * http://papers.nips.cc/paper/4824-imagenet-classification-with-deep-convolutional-neural-networks.pdf
+         **/
+
+        double nonZeroBias = 1;
+        double dropOut = 0.5;
+
+        MultiLayerConfiguration conf = new NeuralNetConfiguration.Builder()
+        	
+            .seed(seed)
+            .weightInit(WeightInit.DISTRIBUTION)
+            .dist(new NormalDistribution(0.0, 0.01))
+            .activation(Activation.RELU)
+            .updater(Updater.NESTEROVS)
+            .iterations(iterations)
+            .gradientNormalization(GradientNormalization.RenormalizeL2PerLayer) // normalize to prevent vanishing or exploding gradients
+            .optimizationAlgo(OptimizationAlgorithm.STOCHASTIC_GRADIENT_DESCENT)
+            .learningRate(1e-3)
+            .biasLearningRate(1e-2*2)
+            .learningRateDecayPolicy(LearningRatePolicy.Step)
+            .lrPolicyDecayRate(0.1)
+            .lrPolicySteps(10)
+            .regularization(true)
+            .l2(5 * 1e-4)
+            .momentum(0.9)
+            .miniBatch(false)
+            .list()            
+            .layer(0, convInit("cnn1", channels, 96, new int[]{11, 11}, new int[]{4, 4}, new int[]{3, 3}, 0))
+            .layer(1, new LocalResponseNormalization.Builder().name("lrn1").build())
+            .layer(2, maxPool("maxpool1", new int[]{3,3}))
+            .layer(3, conv5x5("cnn2", 256, new int[] {1,1}, new int[] {2,2}, nonZeroBias))
+            .layer(4, new LocalResponseNormalization.Builder().name("lrn2").build())
+            .layer(5, maxPool("maxpool2", new int[]{3,3}))
+            .layer(6,conv3x3("cnn3", 384, 0))
+            .layer(7,conv3x3("cnn4", 384, nonZeroBias))
+            .layer(8,conv3x3("cnn5", 256, nonZeroBias))
+            .layer(9, maxPool("maxpool3", new int[]{3,3}))
+            .layer(10, fullyConnected("ffn1", 4096, nonZeroBias, dropOut, new GaussianDistribution(0, 0.005)))
+            .layer(11, fullyConnected("ffn2", 4096, nonZeroBias, dropOut, new GaussianDistribution(0, 0.005)))
+            .layer(12, new OutputLayer.Builder(LossFunctions.LossFunction.NEGATIVELOGLIKELIHOOD)
+                .name("output")
+                .nOut(numLabels)
+                .activation(Activation.SOFTMAX)
+                .build())
+            .backprop(true)
+            .pretrain(false)
+            .setInputType(InputType.convolutional(height, width, channels))
+            .build();
+        return new MultiLayerNetwork(conf);
+
+    }
+
+    //Get prediction of an input image 
+    public static Boolean getPrediction(String im_file, String model_path){
+    	//Load the pretrained model
+    	//Get prediction
+    	return true;
+    }
+    
+    public static void main(String[] args)  {
+    	 
+    	System.out.println(System.getProperty("user.dir"));
+        try {
+			new ImageFilteringModel().run(args);
+		} catch (Exception e) {
+			// TODO Auto-generated catch block
+			e.printStackTrace();
+		}   
+    }
+
+}
diff --git a/src/main/java/hbku/qcri/sc/aidr/filtering/MyImageTransform.java b/src/main/java/hbku/qcri/sc/aidr/filtering/MyImageTransform.java
new file mode 100755
index 0000000..b6ca939
--- /dev/null
+++ b/src/main/java/hbku/qcri/sc/aidr/filtering/MyImageTransform.java
@@ -0,0 +1,86 @@
+package hbku.qcri.sc.aidr.filtering;
+
+import java.util.Random;
+
+
+import org.bytedeco.javacpp.Pointer;
+import org.bytedeco.javacpp.opencv_core.Mat;
+import org.bytedeco.javacpp.opencv_core.Rect;
+import org.bytedeco.javacpp.opencv_core.Size;
+import org.datavec.image.data.ImageWritable;
+import org.datavec.image.transform.BaseImageTransform;
+import org.bytedeco.javacv.OpenCVFrameConverter;
+import static org.bytedeco.javacpp.opencv_imgproc.resize;
+import org.bytedeco.javacpp.opencv_core.MatOp;
+
+
+
+
+public class MyImageTransform extends BaseImageTransform<Mat> {
+	//Cv32suf()
+	int R_mean, B_mean, G_mean;
+	
+	protected MyImageTransform(int R_mean, int G_mean, int B_mean) {
+		//super(random);
+		this(null, R_mean, G_mean, B_mean);
+		this.B_mean = B_mean;
+		this.R_mean = R_mean;
+		this.G_mean = G_mean;
+	}
+	
+	
+    public MyImageTransform(Random random , int r_mean2, int g_mean2, int b_mean2) {
+		// TODO Auto-generated constructor stub
+    	super(random);
+        this.R_mean = r_mean2; 
+        this.G_mean = g_mean2; 
+        this.B_mean = b_mean2; 
+        
+        converter = new OpenCVFrameConverter.ToMat();
+
+	}
+
+
+
+	public ImageWritable transform(ImageWritable image, Random random) {
+		if (image == null) {
+            return null;
+        }
+		
+		Mat mat = converter.convert(image.getFrame());
+		//resize image to 255x255
+		Mat result = new Mat();
+        resize(mat, result, new Size(256, 256));
+        //crop center image to 227x227 
+        int crop = 15;
+        int y = Math.min(crop, result.rows() - 1);
+        int x = Math.min(crop, result.cols() - 1);
+        int h = Math.max(1, result.rows() - crop - y);
+        int w = Math.max(1, result.cols() - crop - x);
+        result = result.apply(new Rect(x, y, w, h));
+	
+		//System.out.println(result.rows());
+		//System.out.println(result.channels());
+		//System.out.println(result.cols());
+
+        //Scalar scar = new Scalar(123,121,3232,0);
+        
+        int sz[] = {100, 100, 100};
+        Pointer p = null;
+        MatOp op = new MatOp(p);
+        
+//    	op.subtract(mat.,mat,mat);
+    	
+		return new ImageWritable(converter.convert(result));
+
+	}
+
+
+	
+
+
+	
+
+
+	 
+}
\ No newline at end of file
diff --git a/src/main/java/hbku/qcri/sc/aidr/imagecrawler/ImageCrawler.java b/src/main/java/hbku/qcri/sc/aidr/imagecrawler/ImageCrawler.java
new file mode 100755
index 0000000..d538b43
--- /dev/null
+++ b/src/main/java/hbku/qcri/sc/aidr/imagecrawler/ImageCrawler.java
@@ -0,0 +1,310 @@
+package hbku.qcri.sc.aidr.imagecrawler;
+
+import java.awt.image.BufferedImage;
+import java.io.BufferedReader;
+import java.io.File;
+import java.io.FileInputStream;
+import java.io.IOException;
+import java.io.InputStream;
+import java.io.InputStreamReader;
+import java.net.MalformedURLException;
+import java.net.URL;
+import java.net.URLConnection;
+import java.util.ArrayList;
+import java.util.List;
+import java.util.concurrent.ExecutorService;
+import java.util.concurrent.Executors;
+import javax.imageio.ImageIO;
+import org.apache.commons.cli.BasicParser;
+import org.apache.commons.cli.CommandLine;
+import org.apache.commons.cli.CommandLineParser;
+import org.apache.commons.cli.Options;
+import org.apache.commons.cli.ParseException;
+import org.apache.commons.io.FilenameUtils;
+import org.json.JSONObject;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+/**
+ * @author Dat
+ * @author Firoj Alam
+ */
+public class ImageCrawler {
+
+    protected static final Logger log = LoggerFactory.getLogger(ImageCrawler.class);
+    
+    /**
+     * Parse the twitter json
+     * @param message
+     * @return 
+     */
+    public static Tweet parseDataFeed(String message) {
+        String imageUrl = "";
+        String expandedImageUrl = "";
+        JSONObject msgJson = new JSONObject(message);
+        String tweetID = msgJson.get("id").toString();
+        if (tweetID == null) {
+            return null;
+        }
+        JSONObject entities = msgJson.getJSONObject("entities");
+        // System.out.println(entities.toString());
+        if (entities != null && entities.has("media") && entities.getJSONArray("media") != null
+                && entities.getJSONArray("media").length() > 0
+                && entities.getJSONArray("media").getJSONObject(0).getString("type") != null
+                && entities.getJSONArray("media").getJSONObject(0).getString("type").equals("photo")) {
+            imageUrl = entities.getJSONArray("media").getJSONObject(0).getString("media_url");
+            expandedImageUrl = entities.getJSONArray("media").getJSONObject(0).getString("expanded_url");
+            //System.out.println(imageUrl);
+            if (imageUrl == null) {
+                return null;
+            }
+        }
+
+        return new Tweet(tweetID, imageUrl, expandedImageUrl);
+    }
+
+    /**
+     * Parse the url and make a unique list
+     * @param json_file
+     * @return
+     * @throws IOException 
+     */
+    public static List<Tweet> getUniqUrls(String json_file) throws IOException {
+        FileInputStream fstream = new FileInputStream(json_file);
+        BufferedReader br = new BufferedReader(new InputStreamReader(fstream));
+        List<String> urls = new ArrayList<String>();
+        List<Tweet> twts = new ArrayList<Tweet>();
+        Tweet twt = null;
+        String strLine;
+        String url = "";
+        int count = 0;
+        while ((strLine = br.readLine()) != null) {
+            twt = parseDataFeed(strLine); // Get the tweet
+            if (twt != null) {
+                url = twt.imageURL;
+                if (url.trim() != "") {
+                    count += 1;
+                    if (!urls.contains(url)) {
+                        urls.add(url);
+                        twts.add(twt);
+                    }
+                }
+            }
+        }
+        log.info("Number of image URLs: " + count);
+        br.close();
+        return twts;
+    }
+
+    /**
+     * Check the number of core in the system
+     *
+     * @return number of threads selected to run (75%)
+     */
+    private int getNumberOfThreads() {
+        int selectedThreads = 1;
+        try {
+            int threads = Runtime.getRuntime().availableProcessors();
+            if (threads > 1) {
+                selectedThreads = (threads * 75) / 100;
+            } else {
+                selectedThreads = threads;
+            }
+            System.out.println("Number of core " + threads + " selected to run " + selectedThreads);
+        } catch (Exception ex) {
+            System.err.println("Problem in reading number of processors.");
+        }
+        return selectedThreads;
+    }
+
+    /**
+     * Downloads image in parallel
+     * @param tweetList
+     * @param outDir
+     */
+    public void downloadImageParallel(List<Tweet> tweetList, String outDir) {
+        int NTHREADS = this.getNumberOfThreads();
+        ExecutorService executor = Executors.newFixedThreadPool(NTHREADS);
+        try {
+            for (int i = 0; i < tweetList.size(); i++) {
+                try {
+                    String urlStr = tweetList.get(i).getURL();
+                    String tweetID = tweetList.get(i).getID();
+                    final URL url = new URL(urlStr);
+                    final String formatName = FilenameUtils.getExtension(url.getPath());
+                    String outFile = outDir + "/" + tweetID + "." + formatName;
+                    final File outputfile = new File(outFile);
+                    log.info(urlStr);
+                    Runnable worker = new Runnable() {
+                        @Override
+                        public void run() {
+                            try {
+                                downloadImage(url, outputfile, formatName);
+                            } catch (Exception ex) {
+                                log.error("Problem in the executing threads");
+                            }
+                        }//end run                        
+                    };
+                    executor.execute(worker);
+                } catch (Exception ex) {
+                    log.error("Error in parallel processing of individual json file.");
+                }
+                if (i % 1000 == 0) {
+                    log.info(" -Done " + i + " urls...!");
+                }
+
+            }
+            executor.shutdown();
+            while (!executor.isTerminated()) {
+                // waiting for the threads to be finished
+            }
+            log.info("Finished all threads.");
+        } catch (Exception ex) {
+            log.error("Error in parallel processing.");
+        }
+
+    }
+
+    /**
+     * 
+     * @param url
+     * @param outFile
+     * @param formatName
+     */
+    public void downloadImage2(URL url, String outFile, String formatName) {
+        try {
+            BufferedImage image = ImageIO.read(url.openStream());
+            File outputfile = new File(outFile);
+            if (image != null) {
+                ImageIO.write(image, formatName, outputfile);
+            }
+
+        } catch (IOException e) {
+        }
+    }
+
+    /**
+     * Download image and save image to a directory
+     * @param url
+     * @param outFile
+     * @param formatName
+     */
+    public void downloadImage(URL url, File outFile, String formatName) {
+        URLConnection con = null;
+        InputStream in = null;
+        try {
+            //String webadd = "urls go here try the two you have had probelms with and success";
+            //URL url = new URL(webadd);
+            con = url.openConnection();
+            con.setConnectTimeout(2000);
+            con.setReadTimeout(2000);
+            in = con.getInputStream();
+            BufferedImage image = ImageIO.read(in);
+            if (image != null) {
+                ImageIO.write(image, formatName, outFile);
+                log.info("Image downloaded.");
+            } else {
+                log.info("Image could not load." + url.getFile());
+//                System.out.println(tweet.imageURL);
+//                System.out.println(tweet.expanedImageURL);
+            }
+        } catch (IOException ex) {
+            log.error("Error in downloading image.");
+            log.error(ex.getMessage());
+//            System.out.println(tweet.imageURL);
+//            System.out.println(tweet.expanedImageURL);
+
+        } finally {
+            if (in != null) {
+                try {
+                    in.close();
+                } catch (IOException ex) {
+                    // handle close failure
+                    log.error("Error in downloading image.");
+                }
+            }
+            if (con != null) {
+                con = null;
+            }
+        }
+    }
+
+    /**
+     * Single thread image download
+     * @param twts
+     * @param folder 
+     */
+    public void downloadImagesSingleThread(List<Tweet> twts, String folder) {
+        String outFile = "";
+        String imgName = "";
+        String formatName = "";
+        int n = twts.size();
+        for (int i = 0; i < n; i++) {
+            try {
+                URL url = new URL(twts.get(i).getURL());
+                imgName = twts.get(i).getID();
+                formatName = FilenameUtils.getExtension(url.getPath());
+                outFile = folder + "/" + imgName + "." + formatName;
+                File outputfile = new File(outFile);
+                this.downloadImage(url, outputfile, formatName);
+            } catch (MalformedURLException ex) {
+                log.error("Error in downloading image..");
+                log.error(ex.getMessage());
+            }
+            if (i % 1000 == 0) {
+                log.info(" -Done " + i + " urls...!");
+            }
+
+        }
+    }
+
+    /**
+     * 
+     * @param args
+     * @throws ParseException
+     * @throws IOException 
+     */
+    public static void main(String args[]) throws ParseException, IOException {
+        CommandLineParser parser = new BasicParser();
+        Options options = new Options();
+        options.addOption("f", "folder", true, "Save image to the folder under the name of collection");
+        options.addOption("j", "json_file", true, "Json file of the collection");
+        options.addOption("m", "mode", true, "Run in parallel?");
+
+        CommandLine commandLine = null;
+        
+        try{
+            commandLine = parser.parse(options, args);
+        }catch(ParseException ex){
+            log.error("Please provide command line options.");
+            log.error(ex.getMessage());
+            System.exit(0);
+        }
+        String json_file = commandLine.getOptionValue('j', "sample/150311152434_cyclone_pam-15_20150326_vol-4.json");
+        String folder = commandLine.getOptionValue('f', "sample/images");
+        String modeRun = commandLine.getOptionValue('m', "p");
+
+        File f = new File(folder);
+        try {
+            if (!f.exists()) {
+                f.mkdirs();
+            }
+        } catch (Exception ex) {
+            log.error("Error in creating directory.");
+            log.error(ex.getMessage());
+        }
+        log.info("-------------------------------------------------");
+        List<Tweet> twitterList = getUniqUrls(json_file);
+        int n = twitterList.size();
+        log.info("Number of uniq URLs: " + n);
+        log.info("Starting to crawl images...!");
+        ImageCrawler imageCrawler = new ImageCrawler();
+        if (modeRun.equalsIgnoreCase("p")) {
+            imageCrawler.downloadImageParallel(twitterList, folder);
+        } else {
+            imageCrawler.downloadImagesSingleThread(twitterList, folder);
+        }
+        log.info("Fnished...!");
+    }
+
+}
diff --git a/src/main/java/hbku/qcri/sc/aidr/imagecrawler/ImageDownloader.java b/src/main/java/hbku/qcri/sc/aidr/imagecrawler/ImageDownloader.java
new file mode 100755
index 0000000..637e1f2
--- /dev/null
+++ b/src/main/java/hbku/qcri/sc/aidr/imagecrawler/ImageDownloader.java
@@ -0,0 +1,72 @@
+package hbku.qcri.sc.aidr.imagecrawler;
+
+import java.awt.image.BufferedImage;
+import java.io.BufferedReader;
+import java.io.BufferedWriter;
+import java.io.File;
+import java.io.FileInputStream;
+import java.io.FileWriter;
+import java.io.IOException;
+import java.io.InputStreamReader;
+import java.net.URL;
+
+import javax.imageio.ImageIO;
+
+import org.apache.commons.cli.BasicParser;
+import org.apache.commons.cli.CommandLine;
+import org.apache.commons.cli.CommandLineParser;
+import org.apache.commons.cli.Option;
+import org.apache.commons.cli.Options;
+import org.apache.commons.io.FilenameUtils;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+import org.apache.commons.cli.ParseException;
+
+
+
+
+
+public class ImageDownloader {
+	protected static final Logger log = LoggerFactory.getLogger(ImageDownloader.class);
+	
+	public static void main(String args[]) throws IOException, ParseException {
+		CommandLineParser parser = new BasicParser() ;
+		 
+		Options options = new Options();
+		options.addOption("f", "folder", true, "Save image to foler");
+		options.addOption("u", "url_list", true, "List of uls");
+		
+		CommandLine commandLine = parser.parse(options, args);
+		
+		String url_list = commandLine.getOptionValue('u', "list.urls");
+		String folder = commandLine.getOptionValue('f', "./crawl-data");
+		
+		FileInputStream fstream = new FileInputStream(url_list);
+		BufferedReader br = new BufferedReader(new InputStreamReader(fstream));
+		
+		String strLine;
+		int id = 1;
+		String outFile ="";
+		while ((strLine = br.readLine()) != null) {
+			URL url = new URL(strLine);
+	        String imgName = FilenameUtils.getName(url.getPath());
+	        String formatName = FilenameUtils.getExtension(url.getPath());
+	        //log.info("Image from url: " + imgName + " Image format name: " + formatName);
+	        outFile =  folder + "/im_" + id + "_" + imgName;
+	        File outputfile = new File(outFile);
+	        try{
+	        	BufferedImage image =  ImageIO.read(url);
+	        	if (image != null) {
+		            //log.info("Output file name: " + outFile);
+		            ImageIO.write(image, formatName, outputfile);
+		        }
+	        } catch (IOException e){	
+	        }
+	        id +=1;
+	        if (id%500 ==0){
+	        	log.info(" - Done " + id + " urls...!");
+	        }
+		}
+		br.close();			
+	}
+}
diff --git a/src/main/java/hbku/qcri/sc/aidr/imagecrawler/Testing.java b/src/main/java/hbku/qcri/sc/aidr/imagecrawler/Testing.java
new file mode 100755
index 0000000..b8ae0cc
--- /dev/null
+++ b/src/main/java/hbku/qcri/sc/aidr/imagecrawler/Testing.java
@@ -0,0 +1,30 @@
+package hbku.qcri.sc.aidr.imagecrawler;
+
+import java.awt.image.BufferedImage;
+import java.awt.image.DataBufferByte;
+import java.io.File;
+import java.io.IOException;
+
+import javax.imageio.ImageIO;
+
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+public class Testing {
+	protected static final Logger log = LoggerFactory.getLogger(Testing.class);
+	
+	public static void main(String args[]) throws IOException{
+		BufferedImage img = ImageIO.read(new File("img_1.jpg"));
+		log.info(" H: "+ img.getHeight());
+		log.info(" W:" +img.getWidth());
+		log.info(" Color:" +img.getColorModel());
+		
+		byte[] pixels = ((DataBufferByte) img.getRaster().getDataBuffer()).getData();
+		for (int i = 0; i < pixels.length; i++){
+			//System.out.println(pixels[i]);
+			
+		}
+		
+		}
+
+}
diff --git a/src/main/java/hbku/qcri/sc/aidr/imagecrawler/Tweet.java b/src/main/java/hbku/qcri/sc/aidr/imagecrawler/Tweet.java
new file mode 100755
index 0000000..b60cd38
--- /dev/null
+++ b/src/main/java/hbku/qcri/sc/aidr/imagecrawler/Tweet.java
@@ -0,0 +1,48 @@
+package hbku.qcri.sc.aidr.imagecrawler;
+
+public class Tweet {
+
+    public String tweetID = "";
+    public String imageURL = "";
+    public String expanedImageURL = "";
+
+    public Tweet(String tweetID, String imageURL, String expanedImageURL) {
+        //super();
+        this.tweetID = tweetID;
+        this.imageURL = imageURL;
+        this.expanedImageURL = expanedImageURL;
+    }
+
+    public String getID() {
+        return tweetID;
+    }
+
+    public void set_id(String tweetID) {
+        this.tweetID = tweetID;
+    }
+
+    public String getURL() {
+        return imageURL;
+    }
+
+    public void set_url(String imageURL) {
+        this.imageURL = imageURL;
+    }
+
+    public String getTweetID() {
+        return tweetID;
+    }
+
+    public void setTweetID(String tweetID) {
+        this.tweetID = tweetID;
+    }
+
+    public String getImageURL() {
+        return imageURL;
+    }
+
+    public void setImageURL(String imageURL) {
+        this.imageURL = imageURL;
+    }
+
+}
diff --git a/src/main/java/log4j.properties b/src/main/java/log4j.properties
new file mode 100644
index 0000000..2652ec5
--- /dev/null
+++ b/src/main/java/log4j.properties
@@ -0,0 +1,12 @@
+# Root logger option
+log=${LOG_LOCATION}
+log4j.rootLogger=${LOG_LEVEL}, file
+ 
+# Direct log messages to a log file
+log4j.appender.file=org.apache.log4j.RollingFileAppender
+ 
+log4j.appender.file.File=${log}/aidr-image-filter.log
+log4j.appender.file.MaxFileSize=30MB
+log4j.appender.file.MaxBackupIndex=100
+log4j.appender.file.layout=org.apache.log4j.PatternLayout
+log4j.appender.file.layout.ConversionPattern=%d{yyyy-MM-dd HH:mm:ss} %-5p [%t][%C][%M] - %m%n
diff --git a/src/main/resources/log4j.properties b/src/main/resources/log4j.properties
new file mode 100644
index 0000000..42e471b
--- /dev/null
+++ b/src/main/resources/log4j.properties
@@ -0,0 +1,10 @@
+# Root logger option
+
+# Direct log messages to a log file
+log4j.appender.file=org.apache.log4j.RollingFileAppender
+ 
+log4j.appender.file.File=aidr-image-collector.log
+log4j.appender.file.MaxFileSize=30MB
+log4j.appender.file.MaxBackupIndex=100
+log4j.appender.file.layout=org.apache.log4j.PatternLayout
+log4j.appender.file.layout.ConversionPattern=%d{yyyy-MM-dd HH:mm:ss} %-5p [%t][%C][%M] - %m%n
diff --git a/src/test/java/aidr/sc/qcri/image_filtering/AppTest.java b/src/test/java/aidr/sc/qcri/image_filtering/AppTest.java
new file mode 100755
index 0000000..ef8a56a
--- /dev/null
+++ b/src/test/java/aidr/sc/qcri/image_filtering/AppTest.java
@@ -0,0 +1,38 @@
+package aidr.sc.qcri.image_filtering;
+
+import junit.framework.Test;
+import junit.framework.TestCase;
+import junit.framework.TestSuite;
+
+/**
+ * Unit test for simple App.
+ */
+public class AppTest 
+    extends TestCase
+{
+    /**
+     * Create the test case
+     *
+     * @param testName name of the test case
+     */
+    public AppTest( String testName )
+    {
+        super( testName );
+    }
+
+    /**
+     * @return the suite of tests being tested
+     */
+    public static Test suite()
+    {
+        return new TestSuite( AppTest.class );
+    }
+
+    /**
+     * Rigourous Test :-)
+     */
+    public void testApp()
+    {
+        assertTrue( true );
+    }
+}