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