mirror of
https://github.com/opencv/opencv.git
synced 2024-12-19 03:58:31 +08:00
249 lines
6.5 KiB
C++
249 lines
6.5 KiB
C++
|
#include "precomp.hpp"
|
||
|
#include "opencv2/videostab/stabilizer.hpp"
|
||
|
|
||
|
using namespace std;
|
||
|
|
||
|
namespace cv
|
||
|
{
|
||
|
namespace videostab
|
||
|
{
|
||
|
|
||
|
Stabilizer::Stabilizer()
|
||
|
{
|
||
|
setFrameSource(new NullFrameSource());
|
||
|
setMotionEstimator(new PyrLkRobustMotionEstimator());
|
||
|
setMotionFilter(new GaussianMotionFilter(15, sqrt(15)));
|
||
|
setDeblurer(new NullDeblurer());
|
||
|
setInpainter(new NullInpainter());
|
||
|
setEstimateTrimRatio(true);
|
||
|
setTrimRatio(0);
|
||
|
setInclusionConstraint(false);
|
||
|
setBorderMode(BORDER_REPLICATE);
|
||
|
setLog(new NullLog());
|
||
|
}
|
||
|
|
||
|
|
||
|
void Stabilizer::reset()
|
||
|
{
|
||
|
radius_ = 0;
|
||
|
curPos_ = -1;
|
||
|
curStabilizedPos_ = -1;
|
||
|
auxPassWasDone_ = false;
|
||
|
frames_.clear();
|
||
|
motions_.clear();
|
||
|
stabilizedFrames_.clear();
|
||
|
stabilizationMotions_.clear();
|
||
|
doDeblurring_ = false;
|
||
|
doInpainting_ = false;
|
||
|
}
|
||
|
|
||
|
|
||
|
Mat Stabilizer::nextFrame()
|
||
|
{
|
||
|
if (mustEstimateTrimRatio_ && !auxPassWasDone_)
|
||
|
{
|
||
|
estimateMotionsAndTrimRatio();
|
||
|
auxPassWasDone_ = true;
|
||
|
frameSource_->reset();
|
||
|
}
|
||
|
|
||
|
if (curStabilizedPos_ == curPos_ && curStabilizedPos_ != -1)
|
||
|
return Mat(); // we've processed all frames already
|
||
|
|
||
|
bool processed;
|
||
|
do {
|
||
|
processed = processNextFrame();
|
||
|
} while (processed && curStabilizedPos_ == -1);
|
||
|
|
||
|
if (curStabilizedPos_ == -1)
|
||
|
return Mat(); // frame source is empty
|
||
|
|
||
|
const Mat &stabilizedFrame = at(curStabilizedPos_, stabilizedFrames_);
|
||
|
int dx = floor(trimRatio_ * stabilizedFrame.cols);
|
||
|
int dy = floor(trimRatio_ * stabilizedFrame.rows);
|
||
|
return stabilizedFrame(Rect(dx, dy, stabilizedFrame.cols - 2*dx, stabilizedFrame.rows - 2*dy));
|
||
|
}
|
||
|
|
||
|
|
||
|
void Stabilizer::estimateMotionsAndTrimRatio()
|
||
|
{
|
||
|
log_->print("estimating motions and trim ratio");
|
||
|
|
||
|
Size size;
|
||
|
Mat prevFrame, frame;
|
||
|
int frameCount = 0;
|
||
|
|
||
|
while (!(frame = frameSource_->nextFrame()).empty())
|
||
|
{
|
||
|
if (frameCount > 0)
|
||
|
motions_.push_back(motionEstimator_->estimate(prevFrame, frame));
|
||
|
else
|
||
|
size = frame.size();
|
||
|
prevFrame = frame;
|
||
|
frameCount++;
|
||
|
|
||
|
log_->print(".");
|
||
|
}
|
||
|
|
||
|
radius_ = motionFilter_->radius();
|
||
|
for (int i = 0; i < radius_; ++i)
|
||
|
motions_.push_back(Mat::eye(3, 3, CV_32F));
|
||
|
log_->print("\n");
|
||
|
|
||
|
trimRatio_ = 0;
|
||
|
for (int i = 0; i < frameCount; ++i)
|
||
|
{
|
||
|
Mat S = motionFilter_->apply(i, motions_);
|
||
|
trimRatio_ = std::max(trimRatio_, estimateOptimalTrimRatio(S, size));
|
||
|
stabilizationMotions_.push_back(S);
|
||
|
}
|
||
|
|
||
|
log_->print("estimated trim ratio: %f\n", static_cast<double>(trimRatio_));
|
||
|
}
|
||
|
|
||
|
|
||
|
void Stabilizer::processFirstFrame(Mat &frame)
|
||
|
{
|
||
|
log_->print("processing frames");
|
||
|
|
||
|
frameSize_ = frame.size();
|
||
|
frameMask_.create(frameSize_, CV_8U);
|
||
|
frameMask_.setTo(255);
|
||
|
|
||
|
radius_ = motionFilter_->radius();
|
||
|
int cacheSize = 2*radius_ + 1;
|
||
|
|
||
|
frames_.resize(cacheSize);
|
||
|
stabilizedFrames_.resize(cacheSize);
|
||
|
stabilizedMasks_.resize(cacheSize);
|
||
|
|
||
|
if (!auxPassWasDone_)
|
||
|
{
|
||
|
motions_.resize(cacheSize);
|
||
|
stabilizationMotions_.resize(cacheSize);
|
||
|
}
|
||
|
|
||
|
for (int i = -radius_; i < 0; ++i)
|
||
|
{
|
||
|
at(i, motions_) = Mat::eye(3, 3, CV_32F);
|
||
|
at(i, frames_) = frame;
|
||
|
}
|
||
|
|
||
|
at(0, frames_) = frame;
|
||
|
|
||
|
IInpainter *inpainter = static_cast<IInpainter*>(inpainter_);
|
||
|
doInpainting_ = dynamic_cast<NullInpainter*>(inpainter) == 0;
|
||
|
if (doInpainting_)
|
||
|
{
|
||
|
inpainter_->setRadius(radius_);
|
||
|
inpainter_->setFrames(frames_);
|
||
|
inpainter_->setMotions(motions_);
|
||
|
inpainter_->setStabilizedFrames(stabilizedFrames_);
|
||
|
inpainter_->setStabilizationMotions(stabilizationMotions_);
|
||
|
}
|
||
|
|
||
|
IDeblurer *deblurer = static_cast<IDeblurer*>(deblurer_);
|
||
|
doDeblurring_ = dynamic_cast<NullDeblurer*>(deblurer) == 0;
|
||
|
if (doDeblurring_)
|
||
|
{
|
||
|
blurrinessRates_.resize(cacheSize);
|
||
|
float blurriness = calcBlurriness(frame);
|
||
|
for (int i = -radius_; i <= 0; ++i)
|
||
|
at(i, blurrinessRates_) = blurriness;
|
||
|
deblurer_->setRadius(radius_);
|
||
|
deblurer_->setFrames(frames_);
|
||
|
deblurer_->setMotions(motions_);
|
||
|
deblurer_->setBlurrinessRates(blurrinessRates_);
|
||
|
}
|
||
|
}
|
||
|
|
||
|
|
||
|
bool Stabilizer::processNextFrame()
|
||
|
{
|
||
|
Mat frame = frameSource_->nextFrame();
|
||
|
if (!frame.empty())
|
||
|
{
|
||
|
curPos_++;
|
||
|
|
||
|
if (curPos_ > 0)
|
||
|
{
|
||
|
at(curPos_, frames_) = frame;
|
||
|
|
||
|
if (doDeblurring_)
|
||
|
at(curPos_, blurrinessRates_) = calcBlurriness(frame);
|
||
|
|
||
|
if (!auxPassWasDone_)
|
||
|
{
|
||
|
Mat motionPrevToCur = motionEstimator_->estimate(
|
||
|
at(curPos_ - 1, frames_), at(curPos_, frames_));
|
||
|
at(curPos_ - 1, motions_) = motionPrevToCur;
|
||
|
}
|
||
|
|
||
|
if (curPos_ >= radius_)
|
||
|
{
|
||
|
curStabilizedPos_ = curPos_ - radius_;
|
||
|
stabilizeFrame(curStabilizedPos_);
|
||
|
}
|
||
|
}
|
||
|
else
|
||
|
processFirstFrame(frame);
|
||
|
|
||
|
log_->print(".");
|
||
|
return true;
|
||
|
}
|
||
|
|
||
|
if (curStabilizedPos_ < curPos_)
|
||
|
{
|
||
|
curStabilizedPos_++;
|
||
|
at(curStabilizedPos_ + radius_, frames_) = at(curPos_, frames_);
|
||
|
at(curStabilizedPos_ + radius_ - 1, motions_) = at(curPos_ - 1, motions_);
|
||
|
stabilizeFrame(curStabilizedPos_);
|
||
|
|
||
|
log_->print(".");
|
||
|
return true;
|
||
|
}
|
||
|
|
||
|
return false;
|
||
|
}
|
||
|
|
||
|
|
||
|
void Stabilizer::stabilizeFrame(int idx)
|
||
|
{
|
||
|
Mat stabMotion;
|
||
|
if (!auxPassWasDone_)
|
||
|
stabMotion = motionFilter_->apply(idx, motions_);
|
||
|
else
|
||
|
stabMotion = at(idx, stabilizationMotions_);
|
||
|
|
||
|
if (inclusionConstraint_ && !mustEstimateTrimRatio_)
|
||
|
stabMotion = ensureInclusionConstraint(stabMotion, frameSize_, trimRatio_);
|
||
|
|
||
|
at(idx, stabilizationMotions_) = stabMotion;
|
||
|
|
||
|
if (doDeblurring_)
|
||
|
{
|
||
|
at(idx, frames_).copyTo(preProcessedFrame_);
|
||
|
deblurer_->deblur(idx, preProcessedFrame_);
|
||
|
}
|
||
|
else
|
||
|
preProcessedFrame_ = at(idx, frames_);
|
||
|
|
||
|
// apply stabilization transformation
|
||
|
warpAffine(
|
||
|
preProcessedFrame_, at(idx, stabilizedFrames_), stabMotion(Rect(0,0,3,2)),
|
||
|
frameSize_, INTER_LINEAR, borderMode_);
|
||
|
|
||
|
if (doInpainting_)
|
||
|
{
|
||
|
warpAffine(
|
||
|
frameMask_, at(idx, stabilizedMasks_), stabMotion(Rect(0,0,3,2)), frameSize_,
|
||
|
INTER_NEAREST);
|
||
|
erode(at(idx, stabilizedMasks_), at(idx, stabilizedMasks_), Mat());
|
||
|
at(idx, stabilizedMasks_).copyTo(inpaintingMask_);
|
||
|
inpainter_->inpaint(idx, at(idx, stabilizedFrames_), inpaintingMask_);
|
||
|
}
|
||
|
}
|
||
|
|
||
|
} // namespace videostab
|
||
|
} // namespace cv
|