
net.gdface.image.Fingerprint Maven / Gradle / Ivy
package net.gdface.image;
import java.awt.Graphics;
import java.awt.Image;
import java.awt.color.ColorSpace;
import java.awt.image.BufferedImage;
import java.awt.image.ColorConvertOp;
import java.util.Arrays;
import net.gdface.utils.Assert;
import net.gdface.utils.FaceUtilits;
import net.gdface.utils.Judge;
/**
* 均值哈希实现图像指纹比较,用于比较两个图像的内容的相似度
* @author guyadong
*
*/
public final class Fingerprint {
/**
* 图像指纹的尺寸,将图像resize到指定的尺寸,来计算哈希数组
*/
private static final int HASH_SIZE=16;
/**
* 保存图像指纹的二值化矩阵
*/
private final byte[] binaryzationMatrix;
public Fingerprint(byte[] hashValue) {
Assert.notEmpty(hashValue, "hashValue");
if(hashValue.length!=HASH_SIZE*HASH_SIZE)
throw new IllegalArgumentException(String.format("length of hashValue must be %d",HASH_SIZE*HASH_SIZE ));
this.binaryzationMatrix=hashValue;
}
public Fingerprint(String hashValue) {
this(toBytes(hashValue));
}
public Fingerprint (Image src){
this(hashValue(src));
}
private static byte[] hashValue(Image src){
Assert.notNull(src, "src");
BufferedImage hashImage = resize(src,HASH_SIZE,HASH_SIZE);
byte[] matrixGray = (byte[]) toGray(hashImage).getData().getDataElements(0, 0, HASH_SIZE, HASH_SIZE, null);
return binaryzation(matrixGray);
}
public static Fingerprint createFromImage(T src) throws UnsupportedFormatException, NotImageException{
return null==src?null:new Fingerprint(LazyImage.create(src).read(null, null));
}
public static Fingerprint createFromImageNoThrow(T src) {
try {
return createFromImage(src);
} catch (UnsupportedFormatException e) {
throw new RuntimeException(e);
} catch (NotImageException e) {
throw new RuntimeException(e);
}
}
/**
* 从压缩格式指纹创建{@link Fingerprint}对象
* @param compactValue
* @return
*/
public static Fingerprint createFromCompact(byte[] compactValue){
return Judge.isEmpty(compactValue)?null:new Fingerprint(uncompact(compactValue));
}
/**
* @param compactValueHex
* @return
* @see #createFromCompact(byte[])
*/
public static Fingerprint createFromCompact(String compactValueHex){
return Judge.isEmpty(compactValueHex)?null:new Fingerprint(uncompact(FaceUtilits.hex2Bytes(compactValueHex)));
}
/**
* 验证是否为有效的指纹数据
* @param hashValue
* @return
*/
public static boolean validHashValue(byte[] hashValue){
Assert.notEmpty(hashValue, "hashValue");
if(hashValue.length!=HASH_SIZE)
return false;
for(byte b:hashValue){
if(0!=b&&1!=b)return false;
}
return true;
}
/**
* @param hashValue
* @return
* @see #validHashValue(byte[])
*/
public static boolean validHashValue(String hashValue){
Assert.notEmpty(hashValue, "hashValue");
if(hashValue.length()!=HASH_SIZE)
return false;
for(int i=0;i>3];
byte b=0;
for(int i=0;i>3]=b;
}
}
return result;
}
/**
* 压缩格式的指纹解压缩
* @param compactValue
* @return
*/
private static byte[] uncompact(byte[] compactValue){
Assert.notEmpty(compactValue, "compactValue");
byte[] result=new byte[compactValue.length<<3];
for(int i=0;i>3]&(1<<(i&7)))==0)
result[i]=0;
else
result[i]=1;
}
return result;
}
/**
* 字符串类型的指纹数据转为字节数组
* @param hashValue
* @return
*/
private static byte[] toBytes(String hashValue){
Assert.notEmpty(hashValue, "hashValue");
hashValue=hashValue.replaceAll("\\s", "");
byte[] result=new byte[hashValue.length()];
for(int i=0;i=mean?1:0);
}
return dst;
}
/**
* 转灰度图像
* @param src
* @return
*/
private static BufferedImage toGray(BufferedImage src){
Assert.notNull(src, "src");
if(src.getType()==BufferedImage.TYPE_BYTE_GRAY){
return src;
}else{
// 图像转灰
BufferedImage grayImage = new BufferedImage(src.getWidth(), src.getHeight(),
BufferedImage.TYPE_BYTE_GRAY);
new ColorConvertOp(ColorSpace.getInstance(ColorSpace.CS_GRAY), null).filter(src, grayImage);
return grayImage;
}
}
@Override
public String toString() {
return toString(true);
}
/**
* @param multiLine 是否分行
* @return
*/
public String toString(boolean multiLine) {
StringBuffer buffer=new StringBuffer();
int count=0;
for(byte b:this.binaryzationMatrix){
buffer.append(0==b?'0':'1');
if(multiLine&&++count%HASH_SIZE==0)
buffer.append('\n');
}
return buffer.toString();
}
@Override
public boolean equals(Object obj) {
if(super.equals(obj))
return true;
if(obj instanceof Fingerprint)
return Arrays.equals(this.binaryzationMatrix,((Fingerprint)obj).binaryzationMatrix);
else
return false;
}
/**
* 与指定的压缩格式指纹比较相似度
* @param compactValue
* @return
* @see #compare(Fingerprint)
*/
public float compareCompact(byte[] compactValue){
return compare(createFromCompact(compactValue));
}
/**
* @param hashValue
* @return
* @see #compare(Fingerprint)
*/
public float compare(String hashValue){
return compare(new Fingerprint(hashValue));
}
/**
* 与指定的指纹比较相似度
* @param hashValue
* @return
* @see #compare(Fingerprint)
*/
public float compare(byte[] hashValue){
return compare(new Fingerprint(hashValue));
}
/**
* 与指定图像比较相似度
* @param image2
* @return
* @see #compare(Fingerprint)
*/
public float compare(Image image2){
return compare(new Fingerprint(image2));
}
/**
* 比较指纹相似度
* @param src
* @return
* @see #compare(byte[], byte[])
*/
public float compare(Fingerprint src){
Assert.notNull(src, "src");
if(src.binaryzationMatrix.length!=this.binaryzationMatrix.length)
throw new IllegalArgumentException("length of hashValue is mismatch");
return compare(binaryzationMatrix,src.binaryzationMatrix);
}
/**
* 判断两个数组相似度,数组长度必须一致否则抛出异常
* @param f1
* @param f2
* @return 返回相似度(0.0~1.0)
*/
private static float compare(byte[] f1,byte[] f2){
Assert.notEmpty(f1, "f1");
Assert.notEmpty(f2, "f2");
if(f1.length!=f2.length)
throw new IllegalArgumentException("mismatch FingerPrint length");
int sameCount=0;
for(int i=0;i
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