Update on content metrics:
Added metrics averaged over intervals of the loss/bandwidth reports, to be used for adjustment of robustness settings. Separated this set from the (global) metrics used for resolution adaptation. Some code cleanup in content_metrics.cc/.h. Review URL: http://webrtc-codereview.appspot.com/52002 git-svn-id: http://webrtc.googlecode.com/svn/trunk@125 4adac7df-926f-26a2-2b94-8c16560cd09d
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@ -24,46 +24,79 @@ namespace webrtc {
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VCMContentMetricsProcessing::VCMContentMetricsProcessing():
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_frameRate(0),
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_recAvgFactor(1 / 150.0f), // matched to 30fps
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_frameCnt(0),
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_prevAvgSizeZeroMotion(0),
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_avgSizeZeroMotion(0),
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_prevAvgSpatialPredErr(0),
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_avgSpatialPredErr(0),
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_frameCntForCC(0),
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_lastCCpdateTime(0)
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_frameCntRecursiveAvg(0),
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_frameCntUniformAvg(0),
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_avgMotionLevel(0.0f),
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_avgSpatialLevel(0.0f)
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{
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_globalRecursiveAvg = new VideoContentMetrics();
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_recursiveAvg = new VideoContentMetrics();
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_uniformAvg = new VideoContentMetrics();
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}
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VCMContentMetricsProcessing::~VCMContentMetricsProcessing()
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{
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delete _globalRecursiveAvg;
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delete _recursiveAvg;
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delete _uniformAvg;
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}
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WebRtc_Word32
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VCMContentMetricsProcessing::Reset()
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{
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_globalRecursiveAvg->Reset();
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_frameCnt = 0;
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_recursiveAvg->Reset();
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_uniformAvg->Reset();
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_frameRate = 0;
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//_recAvgFactor = 1 / 150.0f; // matched to 30 fps
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_prevAvgSizeZeroMotion = 0;
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_avgSizeZeroMotion = 0;
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_prevAvgSpatialPredErr = 0;
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_avgSpatialPredErr = 0;
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_frameCntForCC = 0;
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_frameCntRecursiveAvg = 0;
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_frameCntUniformAvg = 0;
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_avgMotionLevel = 0.0f;
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_avgSpatialLevel = 0.0f;
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return VCM_OK;
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}
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void
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VCMContentMetricsProcessing::UpdateFrameRate(WebRtc_UWord32 frameRate)
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{
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_frameRate = frameRate;
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//Update recursive avg factor
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_recAvgFactor = (float) 1000 / ((float)(_frameRate * kQmMinIntervalMs));
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// Update factor for recursive averaging.
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_recAvgFactor = (float) 1000.0f / ((float)(_frameRate * kQmMinIntervalMs));
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}
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VideoContentMetrics*
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VCMContentMetricsProcessing::LongTermAvgData()
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{
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if (_frameCntRecursiveAvg == 0)
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{
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return NULL;
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}
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return _recursiveAvg;
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}
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VideoContentMetrics*
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VCMContentMetricsProcessing::ShortTermAvgData()
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{
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if (_frameCntUniformAvg == 0)
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{
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return NULL;
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}
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// Two metrics are used: motion and spatial level.
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_uniformAvg->motionMagnitudeNZ = _avgMotionLevel /
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(float)(_frameCntUniformAvg);
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_uniformAvg->spatialPredErr = _avgSpatialLevel /
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(float)(_frameCntUniformAvg);
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return _uniformAvg;
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}
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void
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VCMContentMetricsProcessing::ResetShortTermAvgData()
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{
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// Reset
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_avgMotionLevel = 0.0f;
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_avgSpatialLevel = 0.0f;
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_frameCntUniformAvg = 0;
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}
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WebRtc_Word32
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VCMContentMetricsProcessing::UpdateContentData(const VideoContentMetrics *contentMetrics)
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{
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@ -75,151 +108,106 @@ VCMContentMetricsProcessing::UpdateContentData(const VideoContentMetrics *conten
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}
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VideoContentMetrics*
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VCMContentMetricsProcessing::Data()
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{
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if (_frameCnt == 0)
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{
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return NULL;
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}
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return _globalRecursiveAvg;
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}
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WebRtc_UWord32
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VCMContentMetricsProcessing::ProcessContent(const VideoContentMetrics *contentMetrics)
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{
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// update global metric
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UpdateGlobalMetric(contentMetrics);
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// Update the recursive averaged metrics
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// average is over longer window of time: over QmMinIntervalMs ms.
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UpdateRecursiveAvg(contentMetrics);
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//Update metrics over local window for content change (CC) detection:
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//two metrics are used for CC detection: size of zero motion, and spatial prediction error
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//Not currently used:
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//UpdateLocalMetricCC(contentMetrics->sizeZeroMotion, contentMetrics->spatialPredErr);
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// Update the uniform averaged metrics:
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// average is over shorter window of time: based on ~RTCP reports.
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UpdateUniformAvg(contentMetrics);
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return VCM_OK;
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}
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bool
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VCMContentMetricsProcessing::ContentChangeCheck()
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{
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bool result = false;
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// Thresholds for bitrate and content change detection
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float qmContentChangePercMotion = 0.4f;
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float qmContentChangePercSpatial = 0.4f;
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WebRtc_Word64 now = VCMTickTime::MillisecondTimestamp();
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if ( (now - _lastCCpdateTime) < kCcMinIntervalMs)
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{
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//keep averaging
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return result;
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}
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else //check for detection and reset
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{
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//normalize
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_avgSizeZeroMotion = _avgSizeZeroMotion / (float)(_frameCntForCC);
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_prevAvgSpatialPredErr = _prevAvgSpatialPredErr / (float)(_frameCntForCC);
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//check for content change
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float diffMotion = fabs(_avgSizeZeroMotion - _prevAvgSizeZeroMotion);
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float diffSpatial = fabs(_avgSpatialPredErr -_prevAvgSpatialPredErr);
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if ((diffMotion > (_avgSizeZeroMotion * qmContentChangePercMotion)) ||
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(diffSpatial > (_prevAvgSpatialPredErr * qmContentChangePercSpatial)))
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{
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result = true;
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}
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//copy to previous
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_prevAvgSizeZeroMotion = _avgSizeZeroMotion;
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_prevAvgSpatialPredErr = _avgSpatialPredErr;
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//reset
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_avgSizeZeroMotion = 0.;
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_avgSpatialPredErr = 0.;
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_frameCntForCC = 0;
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_lastCCpdateTime = now;
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}
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return result;
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}
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//update metrics for content change detection: update is uniform average over soem time window
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void VCMContentMetricsProcessing::UpdateLocalMetricCC(float motionVal, float spatialVal)
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void
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VCMContentMetricsProcessing::UpdateUniformAvg(const VideoContentMetrics *contentMetrics)
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{
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_frameCntForCC += 1;
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_avgSizeZeroMotion += motionVal;
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_avgSpatialPredErr += spatialVal;
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// Update frame counter
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_frameCntUniformAvg += 1;
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// Update averaged metrics: motion and spatial level are used.
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_avgMotionLevel += contentMetrics->motionMagnitudeNZ;
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_avgSpatialLevel += contentMetrics->spatialPredErr;
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return;
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}
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void
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VCMContentMetricsProcessing::UpdateGlobalMetric(const VideoContentMetrics *contentMetrics)
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VCMContentMetricsProcessing::UpdateRecursiveAvg(const VideoContentMetrics *contentMetrics)
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{
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// Threshold for size of zero motion cluster: for updating 3 metrics:
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// motion magnitude, cluster distortion, and horizontalness
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// Threshold for size of zero motion cluster:
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// Use for updating 3 motion vector derived metrics:
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// motion magnitude, cluster distortion, and horizontalness.
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float nonZeroMvThr = 0.1f;
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// first zero and one: take value as is (no motion search in frame zero).
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float tmpRecAvgFactor = _recAvgFactor;
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if (_frameCnt < 1)
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// Take value as is for first frame (no motion search in frame zero).
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if (_frameCntRecursiveAvg < 1)
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{
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_recAvgFactor = 1;
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tmpRecAvgFactor = 1;
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}
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_globalRecursiveAvg->motionPredErr = (1 - _recAvgFactor) * _globalRecursiveAvg->motionPredErr +
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_recAvgFactor * contentMetrics->motionPredErr;
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_recursiveAvg->motionPredErr = (1 - tmpRecAvgFactor) *
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_recursiveAvg->motionPredErr +
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tmpRecAvgFactor * contentMetrics->motionPredErr;
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_globalRecursiveAvg->sizeZeroMotion = (1 - _recAvgFactor) * _globalRecursiveAvg->sizeZeroMotion +
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_recAvgFactor * contentMetrics->sizeZeroMotion;
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_recursiveAvg->sizeZeroMotion = (1 - tmpRecAvgFactor) *
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_recursiveAvg->sizeZeroMotion +
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tmpRecAvgFactor * contentMetrics->sizeZeroMotion;
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_globalRecursiveAvg->spatialPredErr = (1 - _recAvgFactor) * _globalRecursiveAvg->spatialPredErr +
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_recAvgFactor * contentMetrics->spatialPredErr;
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_recursiveAvg->spatialPredErr = (1 - tmpRecAvgFactor) *
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_recursiveAvg->spatialPredErr +
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tmpRecAvgFactor * contentMetrics->spatialPredErr;
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_globalRecursiveAvg->spatialPredErrH = (1 - _recAvgFactor) * _globalRecursiveAvg->spatialPredErrH +
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_recAvgFactor * contentMetrics->spatialPredErrH;
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_recursiveAvg->spatialPredErrH = (1 - tmpRecAvgFactor) *
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_recursiveAvg->spatialPredErrH +
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tmpRecAvgFactor * contentMetrics->spatialPredErrH;
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_globalRecursiveAvg->spatialPredErrV = (1 - _recAvgFactor) * _globalRecursiveAvg->spatialPredErrV +
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_recAvgFactor * contentMetrics->spatialPredErrV;
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_recursiveAvg->spatialPredErrV = (1 - tmpRecAvgFactor) *
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_recursiveAvg->spatialPredErrV +
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tmpRecAvgFactor * contentMetrics->spatialPredErrV;
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//motionMag metric is derived from NFD (normalized frame difference)
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// motionMag metric is derived from NFD (normalized frame difference).
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if (kNfdMetric == 1)
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{
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_globalRecursiveAvg->motionMagnitudeNZ = (1 - _recAvgFactor) * _globalRecursiveAvg->motionMagnitudeNZ +
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_recAvgFactor * contentMetrics->motionMagnitudeNZ;
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_recursiveAvg->motionMagnitudeNZ = (1 - tmpRecAvgFactor) *
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_recursiveAvg->motionMagnitudeNZ +
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tmpRecAvgFactor * contentMetrics->motionMagnitudeNZ;
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}
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if (contentMetrics->sizeZeroMotion > nonZeroMvThr)
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{
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_globalRecursiveAvg->motionClusterDistortion = (1 - _recAvgFactor) * _globalRecursiveAvg->motionClusterDistortion +
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_recAvgFactor *contentMetrics->motionClusterDistortion;
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_recursiveAvg->motionClusterDistortion = (1 - tmpRecAvgFactor) *
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_recursiveAvg->motionClusterDistortion +
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tmpRecAvgFactor *contentMetrics->motionClusterDistortion;
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_globalRecursiveAvg->motionHorizontalness = (1 - _recAvgFactor) * _globalRecursiveAvg->motionHorizontalness +
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_recAvgFactor * contentMetrics->motionHorizontalness;
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_recursiveAvg->motionHorizontalness = (1 - _recAvgFactor) *
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_recursiveAvg->motionHorizontalness +
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tmpRecAvgFactor * contentMetrics->motionHorizontalness;
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//motionMag metric is derived from motion vectors
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// motionMag metric is derived from motion vectors.
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if (kNfdMetric == 0)
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{
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_globalRecursiveAvg->motionMagnitudeNZ = (1 - _recAvgFactor) * _globalRecursiveAvg->motionMagnitudeNZ +
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_recAvgFactor * contentMetrics->motionMagnitudeNZ;
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_recursiveAvg->motionMagnitudeNZ = (1 - tmpRecAvgFactor) *
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_recursiveAvg->motionMagnitudeNZ +
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tmpRecAvgFactor * contentMetrics->motionMagnitudeNZ;
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}
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}
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// update native values:
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_globalRecursiveAvg->nativeHeight = contentMetrics->nativeHeight;
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_globalRecursiveAvg->nativeWidth = contentMetrics->nativeWidth;
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_globalRecursiveAvg->nativeFrameRate = contentMetrics->nativeFrameRate;
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// Update native values:
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// TODO (marpan): we don't need to update this every frame.
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_recursiveAvg->nativeHeight = contentMetrics->nativeHeight;
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_recursiveAvg->nativeWidth = contentMetrics->nativeWidth;
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_recursiveAvg->nativeFrameRate = contentMetrics->nativeFrameRate;
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_frameCntRecursiveAvg++;
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if (_frameCnt < 1)
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{
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_recAvgFactor = tmpRecAvgFactor;
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}
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_frameCnt++;
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return;
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}
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}
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} //end of namespace
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@ -18,12 +18,11 @@ namespace webrtc
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struct VideoContentMetrics;
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// QM interval time
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// QM interval time (in ms)
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enum { kQmMinIntervalMs = 10000 };
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enum { kCcMinIntervalMs = 5000 };
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//Flag for NFD metric vs motion metric
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enum { kNfdMetric = 1 };
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// Flag for NFD metric vs motion metric
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enum { kNfdMetric = 1 };
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/**********************************/
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/* Content Metrics Processing */
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@ -37,39 +36,41 @@ public:
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// Update class with latest metrics
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WebRtc_Word32 UpdateContentData(const VideoContentMetrics *contentMetrics);
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// Check for content change detection
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bool ContentChangeCheck();
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// Reset the short-term averaged content data
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void ResetShortTermAvgData();
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//Initialize to
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// Initialize to
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WebRtc_Word32 Reset();
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// Inform class of current frame rate
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void UpdateFrameRate(WebRtc_UWord32 frameRate);
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// Get working (avg) value
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VideoContentMetrics* Data();
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// Returns the long-term averaged content data:
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// recursive average over longer time scale
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VideoContentMetrics* LongTermAvgData();
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// Returns the short-term averaged content data:
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// uniform average over shorter time scale
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VideoContentMetrics* ShortTermAvgData();
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private:
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// Compute working avg
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WebRtc_UWord32 ProcessContent(const VideoContentMetrics *contentMetrics);
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// Computation of global metric
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void UpdateGlobalMetric(const VideoContentMetrics *contentMetrics);
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// Update the recursive averaged metrics: longer time average (~5/10 secs).
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void UpdateRecursiveAvg(const VideoContentMetrics *contentMetrics);
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// Compute local average of certain metrics for content change detection
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void UpdateLocalMetricCC(float motionVal, float spatialVal);
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// Update the uniform averaged metrics: shorter time average (~RTCP reports).
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void UpdateUniformAvg(const VideoContentMetrics *contentMetrics);
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VideoContentMetrics* _globalRecursiveAvg;
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VideoContentMetrics* _recursiveAvg;
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VideoContentMetrics* _uniformAvg;
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WebRtc_UWord32 _frameRate;
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float _recAvgFactor;
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WebRtc_UWord32 _frameCnt;
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float _prevAvgSizeZeroMotion;
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float _avgSizeZeroMotion;
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float _prevAvgSpatialPredErr;
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float _avgSpatialPredErr;
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WebRtc_UWord32 _frameCntForCC;
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WebRtc_UWord64 _lastCCpdateTime;
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WebRtc_UWord32 _frameCntRecursiveAvg;
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WebRtc_UWord32 _frameCntUniformAvg;
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float _avgMotionLevel;
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float _avgSpatialLevel;
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};
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} // namespace webrtc
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@ -204,6 +204,8 @@ VCMMediaOptimization::SetTargetRates(WebRtc_UWord32 bitRate,
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{
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SelectQuality();
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}
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// Reset the short-term averaged content data.
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_content->ResetShortTermAvgData();
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}
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return _targetBitRate;
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@ -537,7 +539,7 @@ VCMMediaOptimization::SelectQuality()
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// Select quality mode
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VCMQualityMode* qm = NULL;
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WebRtc_Word32 ret = _qms->SelectQuality(_content->Data(), &qm);
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WebRtc_Word32 ret = _qms->SelectQuality(_content->LongTermAvgData(), &qm);
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if (ret < 0)
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{
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return ret;
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@ -596,7 +598,7 @@ VCMMediaOptimization::QMUpdate(VCMQualityMode* qm)
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}
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// Content metrics hold native values
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VideoContentMetrics* cm = _content->Data();
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VideoContentMetrics* cm = _content->LongTermAvgData();
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// Temporal
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WebRtc_UWord32 frameRate = static_cast<WebRtc_UWord32>(_incomingFrameRate + 0.5f);
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