iOS图片相似度比较

Posted 2020-10-04

1.      缩小尺寸：将图像缩小到8*8的尺寸，总共64个像素。这一步的作用是去除图像的细节，只保留结构/明暗等基本信息，摒弃不同尺寸/比例带来的图像差异；

注：实际操作时，采取了两种尺寸作对比（10*10，100*100）尺寸再大的话就会性能影响就会较大了，我实现了两种，目的是为了展示怎么设定不同尺寸。

2.      简化色彩：将缩小后的图像，转为64级灰度，即所有像素点总共只有64种颜色；

注：关于多少灰度级的问题，我并没有太在意，采取了一个合适的RGB to GRAY 算法就好，个人理解

3.      计算平均值：计算所有64个像素的灰度平均值；

4.      比较像素的灰度：将每个像素的灰度，与平均值进行比较，大于或等于平均值记为1，小于平均值记为0；

5.      计算哈希值：将上一步的比较结果，组合在一起，就构成了一个64位的整数，这就是这张图像的指纹。组合的次序并不重要，只要保证所有图像都采用同样次序就行了；

6.      得到指纹以后，就可以对比不同的图像

 

GetSimilarity.h

//
//  GetSimilarity.h
//  imgsimlartest
//
//  Created by test on 16/3/3.
//  Copyright ? 2016年 com.facishare.CoreTest. All rights reserved.
//

#import <Foundation/Foundation.h>
#import <UIKit/UIKit.h>
typedef double Similarity;

@interface GetSimilarity : NSObject
- (void)setImgWithImgA:(UIImage*)imgA ImgB:(UIImage*)imgB;//设置需要对比的图片
- (void)setImgAWidthImg:(UIImage*)img;
- (void)setImgBWidthImg:(UIImage*)img;
- (Similarity)getSimilarityValue; //获取相似度
+ (Similarity)getSimilarityValueWithImgA:(UIImage*)imga ImgB:(UIImage*)imgb;//类方法
@end

GetSimilarity.m

//
//  GetSimilarity.m
//  imgsimlartest
//
//  Created by test on 16/3/3.
//  Copyright ? 2016年 com.facishare.CoreTest. All rights reserved.
//

#import "GetSimilarity.h"
#define ImgSizeA 10
#define ImgSizeB 100
typedef enum workday
{
    SizeA,
    SizeB,
}GetSimilarityType;


@interface GetSimilarity()
@property (nonatomic,assign) Similarity similarity;
@property (nonatomic,strong) UIImage *imga;
@property (nonatomic,strong) UIImage *imgb;
@end

@implementation GetSimilarity
- (instancetype)init
{
    self = [super init];
    if (self) {
        self.imga = [[UIImage alloc]init];
        self.imgb = [[UIImage alloc]init];
    }
    return self;
}

- (void)setImgWithImgA:(UIImage*)imgA ImgB:(UIImage*)imgB
{
    _imga = imgA;
    _imgb = imgB;
}

- (void)setImgAWidthImg:(UIImage*)img
{
    self.imga = img;
}

- (void)setImgBWidthImg:(UIImage*)img
{
    self.imgb = img;
}

- (Similarity)getSimilarityValue
{
    self.similarity = MAX([self getSimilarityValueWithType:SizeA], [self getSimilarityValueWithType:SizeB]);
    return self.similarity;
} 
+ (Similarity)getSimilarityValueWithImgA:(UIImage *)imga ImgB:(UIImage *)imgb
{
    GetSimilarity * getSimilarity = [[GetSimilarity alloc]init];
    [getSimilarity setImgWithImgA:imga ImgB:imgb];
    return [getSimilarity getSimilarityValue];
}
- (Similarity)getSimilarityValueWithType:(GetSimilarityType)type;//
{
    int cursize = (type == SizeA ? ImgSizeA : ImgSizeB);
    int ArrSize = cursize * cursize + 1,a[ArrSize],b[ArrSize],i,j,grey,sum = 0;
    CGSize size = {cursize,cursize};
    UIImage * imga = [self reSizeImage:self.imga toSize:size];
    UIImage * imgb = [self reSizeImage:self.imgb toSize:size];//缩小图片尺寸

    a[ArrSize] = 0;
    b[ArrSize] = 0;
    CGPoint point;
    for (i = 0 ; i < cursize; i++) {//计算a的灰度
        for (j = 0; j < cursize; j++) {
            point.x = i;
            point.y = j;
            grey = ToGrey([self UIcolorToRGB:[self colorAtPixel:point img:imga]]);
            a[cursize * i + j] = grey;
            a[ArrSize] += grey;
        }
    }
    a[ArrSize] /= (ArrSize - 1);//灰度平均值
    for (i = 0 ; i < cursize; i++) {//计算b的灰度
        for (j = 0; j < cursize; j++) {
            point.x = i;
            point.y = j;
            grey = ToGrey([self UIcolorToRGB:[self colorAtPixel:point img:imgb]]);
            b[cursize * i + j] = grey;
            b[ArrSize] += grey;
        }
    }
    b[ArrSize] /= (ArrSize - 1);//灰度平均值
    for (i = 0 ; i < ArrSize ; i++)//灰度分布计算
    {
        a[i] = (a[i] < a[ArrSize] ? 0 : 1);
        b[i] = (b[i] < b[ArrSize] ? 0 : 1);
    }
    ArrSize -= 1;
    for (i = 0 ; i < ArrSize ; i++)
    {
        sum += (a[i] == b[i] ? 1 : 0);
    }
    
    return sum * 1.0 / ArrSize;
}

- (UIImage *)reSizeImage:(UIImage *)image toSize:(CGSize)reSize//重新设定图片尺寸
{
    UIGraphicsBeginImageContext(CGSizeMake(reSize.width, reSize.height));
    [image drawInRect:CGRectMake(0, 0, reSize.width, reSize.height)];
    UIImage *reSizeImage = UIGraphicsGetImageFromCurrentImageContext();
    UIGraphicsEndImageContext();
    return reSizeImage;
}

unsigned int ToGrey(unsigned int rgb)//RGB计算灰度
{
    unsigned int blue   = (rgb & 0x000000FF) >> 0;
    unsigned int green  = (rgb & 0x0000FF00) >> 8;
    unsigned int red    = (rgb & 0x00FF0000) >> 16;
    return ( red*38 +  green * 75 +  blue * 15 )>>7;
}

- (unsigned int)UIcolorToRGB:(UIColor*)color//UIColor转16进制RGB
{
    unsigned int RGB,R,G,B;
    RGB = R = G = B = 0x00000000;
    CGFloat r,g,b,a;
    [color getRed:&r green:&g blue:&b alpha:&a];
    R = r * 256 ;
    G = g * 256 ;
    B = b * 256 ;
    RGB = (R << 16) | (G << 8) | B ;
    return RGB;
}

- (UIColor *)colorAtPixel:(CGPoint)point img:(UIImage*)img{//获取指定point位置的RGB
    // Cancel if point is outside image coordinates
    if (!CGRectContainsPoint(CGRectMake(0.0f, 0.0f, img.size.width, img.size.height), point)) { return nil; }
    
    NSInteger   pointX  = trunc(point.x);
    NSInteger   pointY  = trunc(point.y);
    CGImageRef  cgImage = img.CGImage;
    NSUInteger  width   = img.size.width;
    NSUInteger  height  = img.size.height;
    int bytesPerPixel   = 4;
    int bytesPerRow     = bytesPerPixel * 1;
    NSUInteger bitsPerComponent = 8;
    unsigned char pixelData[4] = { 0, 0, 0, 0 };
    CGColorSpaceRef colorSpace = CGColorSpaceCreateDeviceRGB();
    CGContextRef context = CGBitmapContextCreate(pixelData, 1, 1, bitsPerComponent, bytesPerRow, colorSpace, kCGImageAlphaPremultipliedLast | kCGBitmapByteOrder32Big);
    
    CGColorSpaceRelease(colorSpace);
    CGContextSetBlendMode(context, kCGBlendModeCopy);
    
    // Draw the pixel we are interested in onto the bitmap context
    CGContextTranslateCTM(context, -pointX, pointY-(CGFloat)height);
    CGContextDrawImage(context, CGRectMake(0.0f, 0.0f, (CGFloat)width, (CGFloat)height), cgImage);
    CGContextRelease(context);
    // Convert color values [0..255] to floats [0.0..1.0]
  
    CGFloat red   = (CGFloat)pixelData[0] / 255.0f;
    CGFloat green = (CGFloat)pixelData[1] / 255.0f;
    CGFloat blue  = (CGFloat)pixelData[2] / 255.0f;
    CGFloat alpha = (CGFloat)pixelData[3] / 255.0f;
    return [UIColor colorWithRed:red green:green blue:blue alpha:alpha];
}
@end