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FrameFilter.cpp
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FrameFilter.cpp
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/***********************************************************************
FrameFilter - Class to filter streams of depth frames arriving from a
depth camera, with code to detect unstable values in each pixel, and
fill holes resulting from invalid samples.
Copyright (c) 2012-2015 Oliver Kreylos
This file is part of the Augmented Reality Sandbox (SARndbox).
The Augmented Reality Sandbox is free software; you can redistribute it
and/or modify it under the terms of the GNU General Public License as
published by the Free Software Foundation; either version 2 of the
License, or (at your option) any later version.
The Augmented Reality Sandbox is distributed in the hope that it will be
useful, but WITHOUT ANY WARRANTY; without even the implied warranty of
MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
General Public License for more details.
You should have received a copy of the GNU General Public License along
with the Augmented Reality Sandbox; if not, write to the Free Software
Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA 02111-1307 USA
***********************************************************************/
#include "FrameFilter.h"
#include <Misc/FunctionCalls.h>
#include <Geometry/HVector.h>
#include <Geometry/Plane.h>
#include <Geometry/Matrix.h>
#include <Geometry/ProjectiveTransformation.h>
/****************************
Methods of class FrameFilter:
****************************/
void* FrameFilter::filterThreadMethod(void)
{
unsigned int lastInputFrameVersion=0;
while(true)
{
Kinect::FrameBuffer frame;
{
Threads::MutexCond::Lock inputLock(inputCond);
/* Wait until a new frame arrives or the program shuts down: */
while(runFilterThread&&lastInputFrameVersion==inputFrameVersion)
inputCond.wait(inputLock);
/* Bail out if the program is shutting down: */
if(!runFilterThread)
break;
/* Work on the new frame: */
frame=inputFrame;
lastInputFrameVersion=inputFrameVersion;
}
/* Create a new output frame: */
Kinect::FrameBuffer newOutputFrame(size[0],size[1],size[1]*size[0]*sizeof(float));
/* Enter the new frame into the averaging buffer and calculate the output frame's pixel values: */
const RawDepth* ifPtr=static_cast<const RawDepth*>(inputFrame.getBuffer());
RawDepth* abPtr=averagingBuffer+averagingSlotIndex*size[1]*size[0];
unsigned int* sPtr=statBuffer;
float* ofPtr=validBuffer; // static_cast<const float*>(outputFrame.getBuffer());
float* nofPtr=static_cast<float*>(newOutputFrame.getBuffer());
const PixelDepthCorrection* pdcPtr=pixelDepthCorrection;
for(unsigned int y=0;y<size[1];++y)
{
float py=float(y)+0.5f;
for(unsigned int x=0;x<size[0];++x,++ifPtr,++pdcPtr,++abPtr,sPtr+=3,++ofPtr,++nofPtr)
{
float px=float(x)+0.5f;
unsigned int oldVal=*abPtr;
unsigned int newVal=*ifPtr;
/* Depth-correct the new value: */
float newCVal=pdcPtr->correct(newVal);
/* Plug the depth-corrected new value into the minimum and maximum plane equations to determine its validity: */
float minD=minPlane[0]*px+minPlane[1]*py+minPlane[2]*newCVal+minPlane[3];
float maxD=maxPlane[0]*px+maxPlane[1]*py+maxPlane[2]*newCVal+maxPlane[3];
if(minD>=0.0f&&maxD<=0.0f)
{
/* Store the new input value: */
*abPtr=newVal;
/* Update the pixel's statistics: */
++sPtr[0]; // Number of valid samples
sPtr[1]+=newVal; // Sum of valid samples
sPtr[2]+=newVal*newVal; // Sum of squares of valid samples
/* Check if the previous value in the averaging buffer was valid: */
if(oldVal!=2048U)
{
--sPtr[0]; // Number of valid samples
sPtr[1]-=oldVal; // Sum of valid samples
sPtr[2]-=oldVal*oldVal; // Sum of squares of valid samples
}
}
else if(!retainValids)
{
/* Store an invalid input value: */
*abPtr=2048U;
/* Check if the previous value in the averaging buffer was valid: */
if(oldVal!=2048U)
{
--sPtr[0]; // Number of valid samples
sPtr[1]-=oldVal; // Sum of valid samples
sPtr[2]-=oldVal*oldVal; // Sum of squares of valid samples
}
}
/* Check if the pixel is considered "stable": */
if(sPtr[0]>=minNumSamples&&sPtr[2]*sPtr[0]<=maxVariance*sPtr[0]*sPtr[0]+sPtr[1]*sPtr[1])
{
/* Check if the new depth-corrected running mean is outside the previous value's envelope: */
float newFiltered=pdcPtr->correct(float(sPtr[1])/float(sPtr[0]));
if(Math::abs(newFiltered-*ofPtr)>=hysteresis)
{
/* Set the output pixel value to the depth-corrected running mean: */
*nofPtr=*ofPtr=newFiltered;
}
else
{
/* Leave the pixel at its previous value: */
*nofPtr=*ofPtr;
}
}
else if(retainValids)
{
/* Leave the pixel at its previous value: */
*nofPtr=*ofPtr;
}
else
{
/* Assign default value to instable pixels: */
*nofPtr=instableValue;
}
}
}
/* Go to the next averaging slot: */
if(++averagingSlotIndex==numAveragingSlots)
averagingSlotIndex=0;
/* Apply a spatial filter if requested: */
if(spatialFilter)
{
for(int filterPass=0;filterPass<2;++filterPass)
{
/* Low-pass filter the entire output frame in-place: */
for(unsigned int x=0;x<size[0];++x)
{
/* Get a pointer to the current column: */
float* colPtr=static_cast<float*>(newOutputFrame.getBuffer())+x;
/* Filter the first pixel in the column: */
float lastVal=*colPtr;
*colPtr=(colPtr[0]*2.0f+colPtr[size[0]])/3.0f;
colPtr+=size[0];
/* Filter the interior pixels in the column: */
for(unsigned int y=1;y<size[1]-1;++y,colPtr+=size[0])
{
/* Filter the pixel: */
float nextLastVal=*colPtr;
*colPtr=(lastVal+colPtr[0]*2.0f+colPtr[size[0]])*0.25f;
lastVal=nextLastVal;
}
/* Filter the last pixel in the column: */
*colPtr=(lastVal+colPtr[0]*2.0f)/3.0f;
}
float* rowPtr=static_cast<float*>(newOutputFrame.getBuffer());
for(unsigned int y=0;y<size[1];++y)
{
/* Filter the first pixel in the row: */
float lastVal=*rowPtr;
*rowPtr=(rowPtr[0]*2.0f+rowPtr[1])/3.0f;
++rowPtr;
/* Filter the interior pixels in the row: */
for(unsigned int x=1;x<size[0]-1;++x,++rowPtr)
{
/* Filter the pixel: */
float nextLastVal=*rowPtr;
*rowPtr=(lastVal+rowPtr[0]*2.0f+rowPtr[1])*0.25f;
lastVal=nextLastVal;
}
/* Filter the last pixel in the row: */
*rowPtr=(lastVal+rowPtr[0]*2.0f)/3.0f;
++rowPtr;
}
}
}
/* Pass the new output frame to the registered receiver: */
if(outputFrameFunction!=0)
(*outputFrameFunction)(newOutputFrame);
/* Retain the new output frame: */
outputFrame=newOutputFrame;
}
return 0;
}
FrameFilter::FrameFilter(const unsigned int sSize[2],int sNumAveragingSlots,const FrameFilter::PTransform& depthProjection,const FrameFilter::Plane& basePlane)
:pixelDepthCorrection(0),
averagingBuffer(0),
statBuffer(0),
outputFrameFunction(0)
{
/* Remember the frame size: */
for(int i=0;i<2;++i)
size[i]=sSize[i];
/* Initialize the pixel depth correction buffer: */
pixelDepthCorrection=new PixelDepthCorrection[size[1]*size[0]];
PixelDepthCorrection* pdcPtr=pixelDepthCorrection;
for(unsigned int y=0;y<size[1];++y)
for(unsigned int x=0;x<size[0];++x,++pdcPtr)
{
pdcPtr->scale=1.0f;
pdcPtr->offset=0.0;
}
/* Initialize the input frame slot: */
inputFrameVersion=0;
/* Initialize the valid depth range: */
setValidDepthInterval(0U,2046U);
/* Initialize the averaging buffer: */
numAveragingSlots=sNumAveragingSlots;
averagingBuffer=new RawDepth[numAveragingSlots*size[1]*size[0]];
RawDepth* abPtr=averagingBuffer;
for(int i=0;i<numAveragingSlots;++i)
for(unsigned int y=0;y<size[1];++y)
for(unsigned int x=0;x<size[0];++x,++abPtr)
*abPtr=2048U; // Mark sample as invalid
averagingSlotIndex=0;
/* Initialize the statistics buffer: */
statBuffer=new unsigned int[size[1]*size[0]*3];
unsigned int* sbPtr=statBuffer;
for(unsigned int y=0;y<size[1];++y)
for(unsigned int x=0;x<size[0];++x)
for(int i=0;i<3;++i,++sbPtr)
*sbPtr=0;
/* Initialize the stability criterion: */
minNumSamples=(numAveragingSlots+1)/2;
maxVariance=4;
hysteresis=0.1f;
retainValids=true;
instableValue=0.0;
/* Enable spatial filtering: */
spatialFilter=true;
/* Convert the base plane equation from camera space to depth-image space: */
PTransform::HVector basePlaneCc(basePlane.getNormal());
basePlaneCc[3]=-basePlane.getOffset();
PTransform::HVector basePlaneDic(depthProjection.getMatrix().transposeMultiply(basePlaneCc));
basePlaneDic/=Geometry::mag(basePlaneDic.toVector());
/* Initialize the valid buffer: */
validBuffer=new float[size[1]*size[0]];
float* vbPtr=validBuffer;
for(unsigned int y=0;y<size[1];++y)
for(unsigned int x=0;x<size[0];++x,++vbPtr)
*vbPtr=float(-((double(x)+0.5)*basePlaneDic[0]+(double(y)+0.5)*basePlaneDic[1]+basePlaneDic[3])/basePlaneDic[2]);
/* Start the filtering thread: */
runFilterThread=true;
filterThread.start(this,&FrameFilter::filterThreadMethod);
}
FrameFilter::~FrameFilter(void)
{
/* Shut down the filtering thread: */
{
Threads::MutexCond::Lock inputLock(inputCond);
runFilterThread=false;
inputCond.signal();
}
filterThread.join();
/* Release all allocated buffers: */
delete[] pixelDepthCorrection;
delete[] averagingBuffer;
delete[] statBuffer;
delete[] validBuffer;
delete outputFrameFunction;
}
void FrameFilter::setDepthCorrection(const Kinect::FrameSource::DepthCorrection& newDepthCorrection)
{
delete[] pixelDepthCorrection;
/* Evaluate the given depth correction parameters on the depth frame: */
pixelDepthCorrection=newDepthCorrection.getPixelCorrection(size);
}
void FrameFilter::setValidDepthInterval(unsigned int newMinDepth,unsigned int newMaxDepth)
{
/* Set the equations for the minimum and maximum plane in depth image space: */
minPlane[0]=0.0f;
minPlane[1]=0.0f;
minPlane[2]=1.0f;
minPlane[3]=-float(newMinDepth)+0.5f;
maxPlane[0]=0.0f;
maxPlane[1]=0.0f;
maxPlane[2]=1.0f;
maxPlane[3]=-float(newMaxDepth)-0.5f;
}
void FrameFilter::setValidElevationInterval(const FrameFilter::PTransform& depthProjection,const FrameFilter::Plane& basePlane,double newMinElevation,double newMaxElevation)
{
/* Calculate the equations of the minimum and maximum elevation planes in camera space: */
PTransform::HVector minPlaneCc(basePlane.getNormal());
minPlaneCc[3]=-(basePlane.getOffset()+newMinElevation*basePlane.getNormal().mag());
PTransform::HVector maxPlaneCc(basePlane.getNormal());
maxPlaneCc[3]=-(basePlane.getOffset()+newMaxElevation*basePlane.getNormal().mag());
/* Transform the plane equations to depth image space and flip and swap the min and max planes because elevation increases opposite to raw depth: */
PTransform::HVector minPlaneDic(depthProjection.getMatrix().transposeMultiply(minPlaneCc));
double minPlaneScale=-1.0/Geometry::mag(minPlaneDic.toVector());
for(int i=0;i<4;++i)
maxPlane[i]=float(minPlaneDic[i]*minPlaneScale);
PTransform::HVector maxPlaneDic(depthProjection.getMatrix().transposeMultiply(maxPlaneCc));
double maxPlaneScale=-1.0/Geometry::mag(maxPlaneDic.toVector());
for(int i=0;i<4;++i)
minPlane[i]=float(maxPlaneDic[i]*maxPlaneScale);
}
void FrameFilter::setStableParameters(unsigned int newMinNumSamples,unsigned int newMaxVariance)
{
minNumSamples=newMinNumSamples;
maxVariance=newMaxVariance;
}
void FrameFilter::setHysteresis(float newHysteresis)
{
hysteresis=newHysteresis;
}
void FrameFilter::setRetainValids(bool newRetainValids)
{
retainValids=newRetainValids;
}
void FrameFilter::setInstableValue(float newInstableValue)
{
instableValue=newInstableValue;
}
void FrameFilter::setSpatialFilter(bool newSpatialFilter)
{
spatialFilter=newSpatialFilter;
}
void FrameFilter::setOutputFrameFunction(FrameFilter::OutputFrameFunction* newOutputFrameFunction)
{
delete outputFrameFunction;
outputFrameFunction=newOutputFrameFunction;
}
void FrameFilter::receiveRawFrame(const Kinect::FrameBuffer& newFrame)
{
Threads::MutexCond::Lock inputLock(inputCond);
/* Store the new buffer in the input buffer: */
inputFrame=newFrame;
++inputFrameVersion;
/* Signal the background thread: */
inputCond.signal();
}