% %
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%
-% GetImageMoments() returns the moments of one or more image channels.
+% GetImageMoments() returns the normalized moments of one or more image
+% channels.
%
% The format of the GetImageMoments method is:
%
ChannelMoments
*channel_moments;
- MagickBooleanType
- initialize,
- status;
-
- register ssize_t
- i;
-
- size_t
- length;
+ double
+ M00[MaxPixelChannels+1],
+ M01[MaxPixelChannels+1],
+ M02[MaxPixelChannels+1],
+ M03[MaxPixelChannels+1],
+ M10[MaxPixelChannels+1],
+ M11[MaxPixelChannels+1],
+ M12[MaxPixelChannels+1],
+ M20[MaxPixelChannels+1],
+ M21[MaxPixelChannels+1],
+ M22[MaxPixelChannels+1],
+ M30[MaxPixelChannels+1];
+
+ PointInfo
+ centroid[MaxPixelChannels+1];
ssize_t
+ channel,
y;
assert(image != (Image *) NULL);
assert(image->signature == MagickSignature);
if (image->debug != MagickFalse)
(void) LogMagickEvent(TraceEvent,GetMagickModule(),"%s",image->filename);
- length=MaxPixelChannels+1;
- channel_moments=(ChannelMoments *) AcquireQuantumMemory(length,
+ channel_moments=(ChannelMoments *) AcquireQuantumMemory(MaxPixelChannels+1,
sizeof(*channel_moments));
if (channel_moments == (ChannelMoments *) NULL)
return(channel_moments);
- (void) ResetMagickMemory(channel_moments,0,length*sizeof(*channel_moments));
- for (i=0; i <= (ssize_t) MaxPixelChannels; i++)
- {
- channel_moments[i].I1=0.0;
- channel_moments[i].I2=0.0;
- channel_moments[i].I3=0.0;
- channel_moments[i].I4=0.0;
- channel_moments[i].I5=0.0;
- channel_moments[i].I6=0.0;
- channel_moments[i].I7=0.0;
- channel_moments[i].I8=0.0;
- }
- status=MagickTrue;
- initialize=MagickTrue;
+ (void) ResetMagickMemory(channel_moments,0,(MaxPixelChannels+1)*
+ sizeof(*channel_moments));
+ (void) ResetMagickMemory(centroid,0,sizeof(centroid));
+ (void) ResetMagickMemory(M00,0,sizeof(M00));
+ (void) ResetMagickMemory(M01,0,sizeof(M01));
+ (void) ResetMagickMemory(M02,0,sizeof(M02));
+ (void) ResetMagickMemory(M03,0,sizeof(M03));
+ (void) ResetMagickMemory(M10,0,sizeof(M10));
+ (void) ResetMagickMemory(M11,0,sizeof(M11));
+ (void) ResetMagickMemory(M12,0,sizeof(M12));
+ (void) ResetMagickMemory(M20,0,sizeof(M20));
+ (void) ResetMagickMemory(M21,0,sizeof(M21));
+ (void) ResetMagickMemory(M22,0,sizeof(M22));
+ (void) ResetMagickMemory(M30,0,sizeof(M30));
image_view=AcquireVirtualCacheView(image,exception);
-#if defined(MAGICKCORE_OPENMP_SUPPORT)
- #pragma omp parallel for schedule(static,4) shared(status,initialize) \
- magick_threads(image,image,image->rows,1)
-#endif
for (y=0; y < (ssize_t) image->rows; y++)
{
register const Quantum
register ssize_t
x;
- if (status == MagickFalse)
- continue;
+ /*
+ Compute center of mass (centroid).
+ */
p=GetCacheViewVirtualPixels(image_view,0,y,image->columns,1,exception);
if (p == (const Quantum *) NULL)
+ break;
+ for (x=0; x < (ssize_t) image->columns; x++)
+ {
+ register ssize_t
+ i;
+
+ if (GetPixelReadMask(image,p) == 0)
+ {
+ p+=GetPixelChannels(image);
+ continue;
+ }
+ for (i=0; i < (ssize_t) GetPixelChannels(image); i++)
{
- status=MagickFalse;
+ PixelChannel channel=GetPixelChannelChannel(image,i);
+ PixelTrait traits=GetPixelChannelTraits(image,channel);
+ if (traits == UndefinedPixelTrait)
+ continue;
+ if ((traits & UpdatePixelTrait) == 0)
+ continue;
+ M00[channel]+=QuantumScale*p[i];
+ M00[MaxPixelChannels]+=QuantumScale*p[i];
+ M10[channel]+=x*QuantumScale*p[i];
+ M10[MaxPixelChannels]+=QuantumScale*p[i];
+ M01[channel]+=y*QuantumScale*p[i];
+ M01[MaxPixelChannels]+=QuantumScale*p[i];
+ }
+ p+=GetPixelChannels(image);
+ }
+ }
+ for (channel=0; channel <= MaxPixelChannels; channel++)
+ {
+ /*
+ Compute center of mass (centroid).
+ */
+ if (M00[channel] < MagickEpsilon)
+ {
+ M00[channel]+=MagickEpsilon;
+ centroid[channel].x=image->columns/2.0;
+ centroid[channel].y=image->rows/2.0;
continue;
}
+ M00[channel]+=MagickEpsilon;
+ centroid[channel].x=M10[channel]/M00[channel];
+ centroid[channel].y=M01[channel]/M00[channel];
+ }
+ for (y=0; y < (ssize_t) image->rows; y++)
+ {
+ register const Quantum
+ *restrict p;
+
+ register ssize_t
+ x;
+
+ /*
+ Compute the image moments.
+ */
+ p=GetCacheViewVirtualPixels(image_view,0,y,image->columns,1,exception);
+ if (p == (const Quantum *) NULL)
+ break;
for (x=0; x < (ssize_t) image->columns; x++)
{
register ssize_t
continue;
if ((traits & UpdatePixelTrait) == 0)
continue;
-#if defined(MAGICKCORE_OPENMP_SUPPORT)
- #pragma omp critical (MagickCore_GetImageMoments)
-#endif
- {
- if (initialize != MagickFalse)
- {
- initialize=MagickFalse;
- }
- else
- {
- }
- }
+ M11[channel]+=(x-centroid[channel].x)*(y-centroid[channel].y)*
+ QuantumScale*p[i];
+ M11[MaxPixelChannels]+=(x-centroid[channel].x)*(y-centroid[channel].y)*
+ QuantumScale*p[i];
+ M20[channel]+=(x-centroid[channel].x)*(x-centroid[channel].x)*
+ QuantumScale*p[i];
+ M20[MaxPixelChannels]+=(x-centroid[channel].x)*(x-centroid[channel].x)*
+ QuantumScale*p[i];
+ M02[channel]+=(y-centroid[channel].y)*(y-centroid[channel].y)*
+ QuantumScale*p[i];
+ M02[MaxPixelChannels]+=(y-centroid[channel].y)*(y-centroid[channel].y)*
+ QuantumScale*p[i];
+ M21[channel]+=(x-centroid[channel].x)*(x-centroid[channel].x)*
+ (y-centroid[channel].y)*QuantumScale*p[i];
+ M21[MaxPixelChannels]+=(x-centroid[channel].x)*(x-centroid[channel].x)*
+ (y-centroid[channel].y)*QuantumScale*p[i];
+ M12[channel]+=(x-centroid[channel].x)*(y-centroid[channel].y)*
+ (y-centroid[channel].y)*QuantumScale*p[i];
+ M12[MaxPixelChannels]+=(x-centroid[channel].x)*(y-centroid[channel].y)*
+ (y-centroid[channel].y)*QuantumScale*p[i];
+ M22[channel]+=(x-centroid[channel].x)*(x-centroid[channel].x)*
+ (y-centroid[channel].y)*(y-centroid[channel].y)*QuantumScale*p[i];
+ M22[MaxPixelChannels]+=(x-centroid[channel].x)*(x-centroid[channel].x)*
+ (y-centroid[channel].y)*(y-centroid[channel].y)*QuantumScale*p[i];
+ M30[channel]+=(x-centroid[channel].x)*(x-centroid[channel].x)*
+ (x-centroid[channel].x)*QuantumScale*p[i];
+ M30[MaxPixelChannels]+=(x-centroid[channel].x)*(x-centroid[channel].x)*
+ (x-centroid[channel].x)*QuantumScale*p[i];
+ M03[channel]+=(y-centroid[channel].y)*(y-centroid[channel].y)*
+ (y-centroid[channel].y)*QuantumScale*p[i];
+ M03[MaxPixelChannels]+=(y-centroid[channel].y)*(y-centroid[channel].y)*
+ (y-centroid[channel].y)*QuantumScale*p[i];
}
p+=GetPixelChannels(image);
}
}
+ M00[MaxPixelChannels]/=GetPixelChannels(image);
+ M01[MaxPixelChannels]/=GetPixelChannels(image);
+ M02[MaxPixelChannels]/=GetPixelChannels(image);
+ M03[MaxPixelChannels]/=GetPixelChannels(image);
+ M10[MaxPixelChannels]/=GetPixelChannels(image);
+ M11[MaxPixelChannels]/=GetPixelChannels(image);
+ M12[MaxPixelChannels]/=GetPixelChannels(image);
+ M20[MaxPixelChannels]/=GetPixelChannels(image);
+ M21[MaxPixelChannels]/=GetPixelChannels(image);
+ M22[MaxPixelChannels]/=GetPixelChannels(image);
+ M30[MaxPixelChannels]/=GetPixelChannels(image);
+ for (channel=0; channel <= MaxPixelChannels; channel++)
+ {
+ /*
+ Compute elliptical angle, major and minor axes, eccentricity, & intensity.
+ */
+ channel_moments[channel].centroid=centroid[channel];
+ channel_moments[channel].ellipse_axis.x=sqrt((2.0/M00[channel])*
+ ((M20[channel]+M02[channel])+sqrt(4.0*M11[channel]*M11[channel]+
+ (M20[channel]-M02[channel])*(M20[channel]-M02[channel]))));
+ channel_moments[channel].ellipse_axis.y=sqrt((2.0/M00[channel])*
+ ((M20[channel]+M02[channel])-sqrt(4.0*M11[channel]*M11[channel]+
+ (M20[channel]-M02[channel])*(M20[channel]-M02[channel]))));
+ channel_moments[channel].ellipse_angle=RadiansToDegrees(0.5*atan(2.0*
+ M11[channel]/(M20[channel]-M02[channel]+MagickEpsilon)));
+ channel_moments[channel].ellipse_eccentricity=sqrt(1.0-(
+ channel_moments[channel].ellipse_axis.y/
+ (channel_moments[channel].ellipse_axis.x+MagickEpsilon)));
+ channel_moments[channel].ellipse_intensity=M00[channel]/
+ (MagickPI*channel_moments[channel].ellipse_axis.x*
+ channel_moments[channel].ellipse_axis.y+MagickEpsilon);
+ }
+ for (channel=0; channel <= MaxPixelChannels; channel++)
+ {
+ /*
+ Normalize image moments.
+ */
+ M10[channel]=0.0;
+ M01[channel]=0.0;
+ M11[channel]/=pow(M00[channel],1.0+(1.0+1.0)/2.0);
+ M20[channel]/=pow(M00[channel],1.0+(2.0+0.0)/2.0);
+ M02[channel]/=pow(M00[channel],1.0+(0.0+2.0)/2.0);
+ M21[channel]/=pow(M00[channel],1.0+(2.0+1.0)/2.0);
+ M12[channel]/=pow(M00[channel],1.0+(1.0+2.0)/2.0);
+ M22[channel]/=pow(M00[channel],1.0+(2.0+2.0)/2.0);
+ M30[channel]/=pow(M00[channel],1.0+(3.0+0.0)/2.0);
+ M03[channel]/=pow(M00[channel],1.0+(0.0+3.0)/2.0);
+ M00[channel]=1.0;
+ }
image_view=DestroyCacheView(image_view);
- if (status == MagickFalse)
+ for (channel=0; channel <= MaxPixelChannels; channel++)
+ {
+ /*
+ Compute Hu invariant moments.
+ */
+ channel_moments[channel].I[0]=M20[channel]+M02[channel];
+ channel_moments[channel].I[1]=(M20[channel]-M02[channel])*
+ (M20[channel]-M02[channel])+4.0*M11[channel]*M11[channel];
+ channel_moments[channel].I[2]=(M30[channel]-3.0*M12[channel])*
+ (M30[channel]-3.0*M12[channel])+(3.0*M21[channel]-M03[channel])*
+ (3.0*M21[channel]-M03[channel]);
+ channel_moments[channel].I[3]=(M30[channel]+M12[channel])*
+ (M30[channel]+M12[channel])+(M21[channel]+M03[channel])*
+ (M21[channel]+M03[channel]);
+ channel_moments[channel].I[4]=(M30[channel]-3.0*M12[channel])*
+ (M30[channel]+M12[channel])*((M30[channel]+M12[channel])*
+ (M30[channel]+M12[channel])-3.0*(M21[channel]+M03[channel])*
+ (M21[channel]+M03[channel]))+(3.0*M21[channel]-M03[channel])*
+ (M21[channel]+M03[channel])*(3.0*(M30[channel]+M12[channel])*
+ (M30[channel]+M12[channel])-(M21[channel]+M03[channel])*
+ (M21[channel]+M03[channel]));
+ channel_moments[channel].I[5]=(M20[channel]-M02[channel])*
+ ((M30[channel]+M12[channel])*(M30[channel]+M12[channel])-
+ (M21[channel]+M03[channel])*(M21[channel]+M03[channel]))+
+ 4.0*M11[channel]*(M30[channel]+M12[channel])*(M21[channel]+M03[channel]);
+ channel_moments[channel].I[6]=(3.0*M21[channel]-M03[channel])*
+ (M30[channel]+M12[channel])*((M30[channel]+M12[channel])*
+ (M30[channel]+M12[channel])-3.0*(M21[channel]+M03[channel])*
+ (M21[channel]+M03[channel]))-(M30[channel]-3*M12[channel])*
+ (M21[channel]+M03[channel])*(3.0*(M30[channel]+M12[channel])*
+ (M30[channel]+M12[channel])-(M21[channel]+M03[channel])*
+ (M21[channel]+M03[channel]));
+ channel_moments[channel].I[7]=M11[channel]*((M30[channel]+M12[channel])*
+ (M30[channel]+M12[channel])-(M03[channel]+M21[channel])*
+ (M03[channel]+M21[channel]))-(M20[channel]-M02[channel])*
+ (M30[channel]+M12[channel])*(M03[channel]+M21[channel]);
+ }
+ if (y < (ssize_t) image->rows)
channel_moments=(ChannelMoments *) RelinquishMagickMemory(channel_moments);
return(channel_moments);
}
% %
% %
% %
+% G e t I m a g e C h a n n e l P e r c e p t u a l H a s h %
+% %
+% %
+% %
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%
+% GetImagePerceptualHash() returns the perceptual hash of one or more
+% image channels.
+%
+% The format of the GetImagePerceptualHash method is:
+%
+% ChannelPerceptualHash *GetImagePerceptualHash(const Image *image,
+% ExceptionInfo *exception)
+%
+% A description of each parameter follows:
+%
+% o image: the image.
+%
+% o exception: return any errors or warnings in this structure.
+%
+*/
+
+static inline double MagickLog10(const double x)
+{
+#define Log10Epsilon (1.0e-11)
+
+ if (fabs(x) < Log10Epsilon)
+ return(log10(Log10Epsilon));
+ return(log10(fabs(x)));
+}
+
+MagickExport ChannelPerceptualHash *GetImagePerceptualHash(
+ const Image *image,ExceptionInfo *exception)
+{
+ ChannelMoments
+ *moments;
+
+ ChannelPerceptualHash
+ *perceptual_hash;
+
+ Image
+ *hash_image;
+
+ MagickBooleanType
+ status;
+
+ register ssize_t
+ i;
+
+ ssize_t
+ channel;
+
+ /*
+ Blur then transform to sRGB colorspace.
+ */
+ hash_image=BlurImage(image,0.0,1.0,exception);
+ if (hash_image == (Image *) NULL)
+ return((ChannelPerceptualHash *) NULL);
+ hash_image->depth=8;
+ status=TransformImageColorspace(hash_image,sRGBColorspace,exception);
+ if (status == MagickFalse)
+ return((ChannelPerceptualHash *) NULL);
+ moments=GetImageMoments(hash_image,exception);
+ hash_image=DestroyImage(hash_image);
+ if (moments == (ChannelMoments *) NULL)
+ return((ChannelPerceptualHash *) NULL);
+ perceptual_hash=(ChannelPerceptualHash *) AcquireQuantumMemory(
+ CompositeChannels+1UL,sizeof(*perceptual_hash));
+ if (perceptual_hash == (ChannelPerceptualHash *) NULL)
+ return((ChannelPerceptualHash *) NULL);
+ for (channel=0; channel <= MaxPixelChannels; channel++)
+ for (i=0; i < 7; i++)
+ perceptual_hash[channel].P[i]=(-MagickLog10(moments[channel].I[i]));
+ moments=(ChannelMoments *) RelinquishMagickMemory(moments);
+ /*
+ Blur then transform to HCLp colorspace.
+ */
+ hash_image=BlurImage(image,0.0,1.0,exception);
+ if (hash_image == (Image *) NULL)
+ {
+ perceptual_hash=(ChannelPerceptualHash *) RelinquishMagickMemory(
+ perceptual_hash);
+ return((ChannelPerceptualHash *) NULL);
+ }
+ hash_image->depth=8;
+ status=TransformImageColorspace(hash_image,HCLpColorspace,exception);
+ if (status == MagickFalse)
+ {
+ perceptual_hash=(ChannelPerceptualHash *) RelinquishMagickMemory(
+ perceptual_hash);
+ return((ChannelPerceptualHash *) NULL);
+ }
+ moments=GetImageMoments(hash_image,exception);
+ hash_image=DestroyImage(hash_image);
+ if (moments == (ChannelMoments *) NULL)
+ {
+ perceptual_hash=(ChannelPerceptualHash *) RelinquishMagickMemory(
+ perceptual_hash);
+ return((ChannelPerceptualHash *) NULL);
+ }
+ for (channel=0; channel <= MaxPixelChannels; channel++)
+ for (i=0; i < 7; i++)
+ perceptual_hash[channel].Q[i]=(-MagickLog10(moments[channel].I[i]));
+ moments=(ChannelMoments *) RelinquishMagickMemory(moments);
+ return(perceptual_hash);
+}
+\f
+/*
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+% %
+% %
+% %
% G e t I m a g e R a n g e %
% %
% %
for (i=0; i <= (ssize_t) MaxPixelChannels; i++)
{
channel_statistics[i].depth=1;
- channel_statistics[i].maxima=(-MagickHuge);
- channel_statistics[i].minima=MagickHuge;
+ channel_statistics[i].maxima=(-MagickMaximumValue);
+ channel_statistics[i].minima=MagickMaximumValue;
}
for (y=0; y < (ssize_t) image->rows; y++)
{
projects / imagemagick / blobdiff