Updates to qm_select: Function to update content state, and function for FEC rate adjustment.
Added packetLoss parameter to qm_select, and some code clean-up. Review URL: http://webrtc-codereview.appspot.com/44009 git-svn-id: http://webrtc.googlecode.com/svn/trunk@128 4adac7df-926f-26a2-2b94-8c16560cd09d
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@ -197,7 +197,8 @@ VCMMediaOptimization::SetTargetRates(WebRtc_UWord32 bitRate,
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if (_enableQm)
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{
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//Update QM with rates
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_qms->UpdateRates((float)_targetBitRate, _avgSentBitRateBps, _incomingFrameRate);
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_qms->UpdateRates((float)_targetBitRate, _avgSentBitRateBps,
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_incomingFrameRate, _fractionLost);
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//Check for QM selection
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bool selectQM = checkStatusForQMchange();
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if (selectQM)
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@ -537,9 +538,12 @@ VCMMediaOptimization::SelectQuality()
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// Reset quantities for QM select
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_qms->ResetQM();
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// Update QM will long-term averaged content metrics.
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_qms->UpdateContent(_content->LongTermAvgData());
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// Select quality mode
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VCMQualityMode* qm = NULL;
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WebRtc_Word32 ret = _qms->SelectQuality(_content->LongTermAvgData(), &qm);
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WebRtc_Word32 ret = _qms->SelectQuality(&qm);
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if (ret < 0)
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{
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return ret;
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@ -23,12 +23,14 @@ namespace webrtc {
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VCMQmSelect::VCMQmSelect()
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{
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_qm = new VCMQualityMode();
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_contentMetrics = new VideoContentMetrics();
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Reset();
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}
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VCMQmSelect::~VCMQmSelect()
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{
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delete _qm;
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delete _contentMetrics;
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}
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void
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@ -50,10 +52,11 @@ void
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VCMQmSelect::ResetRates()
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{
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_sumEncodedBytes = 0;
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_sumTargetRate = 0;
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_sumIncomingFrameRate = 0;
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_sumFrameRateMM = 0;
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_sumSeqRateMM = 0;
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_sumTargetRate = 0.0f;
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_sumIncomingFrameRate = 0.0f;
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_sumFrameRateMM = 0.0f;
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_sumSeqRateMM = 0.0f;
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_sumPacketLoss = 0.0f;
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_frameCnt = 0;
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_frameCntDelta = 0;
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_lowBufferCnt = 0;
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@ -64,21 +67,25 @@ VCMQmSelect::ResetRates()
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void
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VCMQmSelect::Reset()
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{
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_stateDecFactorSpatial = 1;
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_stateDecFactorTemp = 1;
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_bufferLevel = 0;
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_targetBitRate = 0;
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_incomingFrameRate = 0;
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_userFrameRate = 0;
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_perFrameBandwidth =0;
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ResetQM();
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ResetRates();
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return;
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_stateDecFactorSpatial = 1;
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_stateDecFactorTemp = 1;
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_bufferLevel = 0.0f;
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_targetBitRate = 0.0f;
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_incomingFrameRate = 0.0f;
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_userFrameRate = 0.0f;
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_perFrameBandwidth =0.0f;
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_prevTotalRate = 0.0f;
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_prevRttTime = 0;
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_prevPacketLoss = 0;
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ResetQM();
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ResetRates();
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return;
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}
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//Initialize after reset of encoder
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WebRtc_Word32
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VCMQmSelect::Initialize(float bitRate, float userFrameRate, WebRtc_UWord32 width, WebRtc_UWord32 height)
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VCMQmSelect::Initialize(float bitRate, float userFrameRate,
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WebRtc_UWord32 width, WebRtc_UWord32 height)
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{
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if (userFrameRate == 0.0f || width == 0 || height == 0)
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{
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@ -86,11 +93,15 @@ VCMQmSelect::Initialize(float bitRate, float userFrameRate, WebRtc_UWord32 width
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}
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_targetBitRate = bitRate;
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_userFrameRate = userFrameRate;
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//Encoder width and height
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// Encoder width and height
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_width = width;
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_height = height;
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//Initial buffer level
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// Initial buffer level
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_bufferLevel = INIT_BUFFER_LEVEL * _targetBitRate;
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// Per-frame bandwidth
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if ( _incomingFrameRate == 0 )
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{
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_perFrameBandwidth = _targetBitRate / _userFrameRate;
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@ -98,9 +109,11 @@ VCMQmSelect::Initialize(float bitRate, float userFrameRate, WebRtc_UWord32 width
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}
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else
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{
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//Take average: this is due to delay in update of new frame rate in encoder:
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//userFrameRate is the new one, incomingFrameRate is the old one (based on previous ~ 1sec)
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_perFrameBandwidth = 0.5 *( _targetBitRate / _userFrameRate + _targetBitRate / _incomingFrameRate );
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// Take average: this is due to delay in update of new encoder frame rate:
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// userFrameRate is the new one,
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// incomingFrameRate is the old one (based on previous ~ 1sec/RTCP report)
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_perFrameBandwidth = 0.5 *( _targetBitRate / _userFrameRate +
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_targetBitRate / _incomingFrameRate );
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}
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_init = true;
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@ -112,7 +125,7 @@ WebRtc_Word32
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VCMQmSelect::SetPreferences(WebRtc_Word8 resolPref)
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{
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// Preference setting for temporal over spatial resolution
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// 100 means temporal, 0 means spatial, 50 is neutral (we decide)
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// 100 means temporal, 0 means spatial, 50 is neutral
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_userResolutionPref = resolPref;
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return VCM_OK;
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@ -120,69 +133,84 @@ VCMQmSelect::SetPreferences(WebRtc_Word8 resolPref)
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//Update after every encoded frame
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void
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VCMQmSelect::UpdateEncodedSize(WebRtc_Word64 encodedSize, FrameType encodedFrameType)
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VCMQmSelect::UpdateEncodedSize(WebRtc_Word64 encodedSize,
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FrameType encodedFrameType)
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{
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//Update encoded size;
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// Update encoded size;
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_sumEncodedBytes += encodedSize;
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_frameCnt++;
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//Convert to Kbps
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// Convert to Kbps
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float encodedSizeKbits = (float)((encodedSize * 8.0) / 1000.0);
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//Update the buffer level: per_frame_BW is updated when encoder is updated, every ~1sec
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// Update the buffer level:
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// per_frame_BW is updated when encoder is updated, every RTCP reports
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_bufferLevel += _perFrameBandwidth - encodedSizeKbits;
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// Mismatch here is based on difference of actual encoded frame size and
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// per-frame bandwidth, for delta frames
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// This is a much stronger condition on rate mismatch than sumSeqRateMM
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// Note: not used in this version
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/*
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const bool deltaFrame = (encodedFrameType != kVideoFrameKey &&
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encodedFrameType != kVideoFrameGolden);
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//Sum the frame mismatch:
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//Mismatch here is based on difference of actual encoded frame size and per-frame bandwidth, for delta frames
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//This is a much stronger condition on rate mismatch than sumSeqRateMM
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// Note: not used in this version
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/*
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// Sum the frame mismatch:
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if (deltaFrame)
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{
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_frameCntDelta++;
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if (encodedSizeKbits > 0)
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_sumFrameRateMM += (float) (fabs(encodedSizeKbits - _perFrameBandwidth) / encodedSizeKbits);
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_sumFrameRateMM +=
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(float) (fabs(encodedSizeKbits - _perFrameBandwidth) /
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encodedSizeKbits);
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}
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*/
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//Counter for occurrences of low buffer level
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// Counter for occurrences of low buffer level
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if (_bufferLevel <= PERC_BUFFER_THR * INIT_BUFFER_LEVEL * _targetBitRate)
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{
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_lowBufferCnt++;
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}
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}
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//Update after SetTargetRates in MediaOpt (every ~1sec)
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//Update various quantities after SetTargetRates in MediaOpt
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void
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VCMQmSelect::UpdateRates(float targetBitRate, float avgSentBitRate, float incomingFrameRate)
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VCMQmSelect::UpdateRates(float targetBitRate, float avgSentBitRate,
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float incomingFrameRate, WebRtc_UWord8 packetLoss)
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{
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//Sum the target bitrate and incoming frame rate: these values are the encoder rates (from previous ~1sec),
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//i.e, before the update for next ~1sec
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// Sum the target bitrate and incoming frame rate:
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// these values are the encoder rates (from previous update ~1sec),
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// i.e, before the update for next ~1sec
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_sumTargetRate += _targetBitRate;
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_sumIncomingFrameRate += _incomingFrameRate;
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_updateRateCnt++;
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//Convert to kbps
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// Sum the received (from RTCP reports) packet loss rates
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_sumPacketLoss += (float) packetLoss / 255.0f;
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// Convert average sent bitrate to kbps
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float avgSentBitRatekbps = avgSentBitRate / 1000.0f;
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//Sum the sequence rate mismatch:
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//Mismatch here is based on difference between target rate the encoder used (in previous ~1sec) and the average actual
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//encoding rate at current time
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if (fabs(_targetBitRate - avgSentBitRatekbps) < THRESH_SUM_MM && _targetBitRate > 0.0 )
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_sumSeqRateMM += (float) (fabs(_targetBitRate - avgSentBitRatekbps) / _targetBitRate );
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// Sum the sequence rate mismatch:
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// Mismatch here is based on difference between target rate the encoder
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// used (in previous ~1sec) and the average actual
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// encoding rate measured at current time
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if (fabs(_targetBitRate - avgSentBitRatekbps) < THRESH_SUM_MM &&
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_targetBitRate > 0.0 )
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{
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_sumSeqRateMM += (float)
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(fabs(_targetBitRate - avgSentBitRatekbps) / _targetBitRate );
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}
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//Update QM with the current new target and frame rate: these values are ones the encoder will use for the current/next ~1sec
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// Update QM with the current new target and frame rate:
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// these values are ones the encoder will use for the current/next ~1sec
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_targetBitRate = targetBitRate;
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_incomingFrameRate = incomingFrameRate;
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//Update QM with an (average) encoder per_frame_bandwidth: this is the per_frame_bw for the next ~1sec
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// Update QM with an (average) encoder per_frame_bandwidth:
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// this is the per_frame_bw for the current/next ~1sec
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_perFrameBandwidth = 0.0f;
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if (_incomingFrameRate > 0.0f)
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{
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@ -191,119 +219,164 @@ VCMQmSelect::UpdateRates(float targetBitRate, float avgSentBitRate, float incomi
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}
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// Adjust the FEC rate based on the content and the network state
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// (packet loss rate, total rate/bandwidth, round trip time).
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// Note that packetLoss here is the filtered loss value.
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WebRtc_UWord8
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VCMQmSelect::AdjustFecFactor(WebRtc_UWord8 codeRateDelta, float totalRate,
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float frameRate,WebRtc_UWord16 rttTime,
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WebRtc_UWord8 packetLoss)
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{
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// Default: no adjustment
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WebRtc_UWord8 codeRateDeltaAdjust = codeRateDelta;
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float adjustFec = 1.0f;
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// TODO (marpan):
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// Set FEC adjustment factor
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codeRateDeltaAdjust = static_cast<WebRtc_UWord8>(codeRateDelta * adjustFec);
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// Keep track of previous values of network state:
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// adjustment may be also based on pattern of changes in network state
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_prevTotalRate = totalRate;
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_prevRttTime = rttTime;
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_prevPacketLoss = packetLoss;
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return codeRateDeltaAdjust;
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}
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void
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VCMQmSelect::UpdateContent(const VideoContentMetrics* contentMetrics)
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{
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_contentMetrics = contentMetrics;
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}
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// Select the resolution factors: frame size and frame rate change: (QM modes)
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// Selection is for going back up in resolution, or going down in.
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WebRtc_Word32
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VCMQmSelect::SelectQuality(const VideoContentMetrics* contentMetrics, VCMQualityMode** qm)
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VCMQmSelect::SelectQuality(VCMQualityMode** qm)
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{
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if (!_init)
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{
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return VCM_UNINITIALIZED;
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}
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if (contentMetrics == NULL)
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if (_contentMetrics == NULL)
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{
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Reset(); //default values
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*qm = _qm;
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return VCM_OK;
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}
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//Default settings
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// Default settings
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_qm->spatialWidthFact = 1;
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_qm->spatialHeightFact = 1;
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_qm->temporalFact = 1;
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_contentMetrics = contentMetrics;
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//Update native values
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// Update native values
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_nativeWidth = _contentMetrics->nativeWidth;
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_nativeHeight = _contentMetrics->nativeHeight;
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_nativeFrameRate = _contentMetrics->nativeFrameRate;
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//Aspect ratio: used for selection of 1x2,2x1,2x2
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// Aspect ratio: used for selection of 1x2,2x1,2x2
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_aspectRatio = (float)_width / (float)_height;
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float avgTargetRate = 0.0f;
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float avgIncomingFrameRate = 0.0f;
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float ratioBufferLow = 0.0f;
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float rateMisMatch = 0.0f;
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float avgPacketLoss = 0.0f;
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if (_frameCnt > 0)
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{
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ratioBufferLow = (float)_lowBufferCnt / (float)_frameCnt;
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}
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if (_updateRateCnt > 0)
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{
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//use seq-rate mismatch for now
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// Use seq-rate mismatch for now
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rateMisMatch = (float)_sumSeqRateMM / (float)_updateRateCnt;
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//rateMisMatch = (float)_sumFrameRateMM / (float)_frameCntDelta;
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//average target and incoming frame rates
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// Average target and incoming frame rates
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avgTargetRate = (float)_sumTargetRate / (float)_updateRateCnt;
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avgIncomingFrameRate = (float)_sumIncomingFrameRate / (float)_updateRateCnt;
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avgIncomingFrameRate = (float)_sumIncomingFrameRate /
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(float)_updateRateCnt;
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// Average received packet loss rate
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avgPacketLoss = (float)_sumPacketLoss / (float)_updateRateCnt;
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}
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//For qm selection below, may want to weight the average encoder rates with the current (for next ~1sec) rate values
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//uniform average for now:
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// For QM selection below, may want to weight the average encoder rates
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// with the current (for next ~1sec) rate values.
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// Uniform average for now:
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float w1 = 0.5f;
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float w2 = 0.5f;
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avgTargetRate = w1 * avgTargetRate + w2 * _targetBitRate;
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avgIncomingFrameRate = w1 * avgIncomingFrameRate + w2 * _incomingFrameRate;
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//Set the maximum transitional rate and image type: for up-sampled spatial dimensions
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//Needed to get the transRate for going back up in spatial resolution (only 2x2 allowed in this version)
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// Set the maximum transitional rate and image type:
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// for up-sampled spatial dimensions.
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// This is needed to get the transRate for going back up in
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// spatial resolution (only 2x2 allowed in this version).
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SetMaxRateForQM(2 * _width, 2 * _height);
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WebRtc_UWord8 imageType2 = _imageType;
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WebRtc_UWord32 maxRateQM2 = _maxRateQM;
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//Set the maximum transitional rate and image type: for the input/encoder spatial dimensions
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// Set the maximum transitional rate and image type:
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// for the encoder spatial dimensions.
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SetMaxRateForQM(_width, _height);
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//Compute metric features
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// Compute class state of the content.
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MotionNFD();
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Spatial();
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//
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//Get transitional rate from table, based on image type and content class
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// Get transitional rate from table, based on image type and content class.
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//
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//Get image size class: map _imageType to 2 classes
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// Get image class and content class: for going down spatially
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WebRtc_UWord8 imageClass = 1;
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if (_imageType <= 3) imageClass = 0;
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WebRtc_UWord8 contentClass = 3 * _motion.level + _spatial.level;
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WebRtc_UWord8 tableIndex = imageClass * 9 + contentClass;
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float scaleTransRate = kScaleTransRateQm[tableIndex];
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// for transRate for going back up spatially
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// Get image class and content class: for going up spatially
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WebRtc_UWord8 imageClass2 = 1;
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if (imageType2 <= 3) imageClass2 = 0;
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WebRtc_UWord8 tableIndex2 = imageClass2 * 9 + contentClass;
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float scaleTransRate2 = kScaleTransRateQm[tableIndex2];
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//
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WebRtc_UWord32 estimatedTransRateDown = (WebRtc_UWord32) (_incomingFrameRate * scaleTransRate * _maxRateQM / 30);
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WebRtc_UWord32 estimatedTransRateUpT = (WebRtc_UWord32) (TRANS_RATE_SCALE_UP_TEMP * 2 * _incomingFrameRate * scaleTransRate * _maxRateQM / 30);
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WebRtc_UWord32 estimatedTransRateUpS = (WebRtc_UWord32) (TRANS_RATE_SCALE_UP_SPATIAL * _incomingFrameRate * scaleTransRate2 * maxRateQM2 / 30);
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// Transitonal rate for going down
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WebRtc_UWord32 estimatedTransRateDown = static_cast<WebRtc_UWord32>
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(_incomingFrameRate * scaleTransRate * _maxRateQM / 30);
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// Transitional rate for going up temporally
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WebRtc_UWord32 estimatedTransRateUpT = static_cast<WebRtc_UWord32>
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(TRANS_RATE_SCALE_UP_TEMP * 2 * _incomingFrameRate *
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scaleTransRate * _maxRateQM / 30);
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// Transitional rate for going up spatially
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WebRtc_UWord32 estimatedTransRateUpS = static_cast<WebRtc_UWord32>
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(TRANS_RATE_SCALE_UP_SPATIAL * _incomingFrameRate *
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scaleTransRate2 * maxRateQM2 / 30);
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//
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//done with transitional rate
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// Done with transitional rates
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//
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WEBRTC_TRACE(webrtc::kTraceDebug, webrtc::kTraceVideo, -1,
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"Content Metrics: Motion = %d , Spatial = %d, Est. Trans. BR = %d",
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_motion.level, _spatial.level, estimatedTransRateDown);
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//
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//CHECK FOR GOING BACK UP IN RESOLUTION
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//
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bool selectedUp = false;
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//Check if native has been spatially down-sampled
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// Check if native has been spatially down-sampled
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if (_stateDecFactorSpatial > 1)
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{
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//check conditions on frame_skip and rate_mismatch
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// Check conditions on buffer level and rate_mismatch
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if ( (avgTargetRate > estimatedTransRateUpS) &&
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(ratioBufferLow < MAX_BUFFER_LOW) && (rateMisMatch < MAX_RATE_MM) )
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||||
(ratioBufferLow < MAX_BUFFER_LOW) && (rateMisMatch < MAX_RATE_MM))
|
||||
{
|
||||
//width/height scaled back up: setting 0 indicates scaling back to native
|
||||
// width/height scaled back up:
|
||||
// setting 0 indicates scaling back to native
|
||||
_qm->spatialHeightFact = 0;
|
||||
_qm->spatialWidthFact = 0;
|
||||
selectedUp = true;
|
||||
@ -313,25 +386,26 @@ VCMQmSelect::SelectQuality(const VideoContentMetrics* contentMetrics, VCMQuality
|
||||
if (_stateDecFactorTemp > 1)
|
||||
{
|
||||
if ( (avgTargetRate > estimatedTransRateUpT) &&
|
||||
(ratioBufferLow < MAX_BUFFER_LOW) && (rateMisMatch < MAX_RATE_MM) )
|
||||
(ratioBufferLow < MAX_BUFFER_LOW) && (rateMisMatch < MAX_RATE_MM))
|
||||
{
|
||||
//temporal scale back up: setting 0 indicates scaling back to native
|
||||
// temporal scale back up:
|
||||
// setting 0 indicates scaling back to native
|
||||
_qm->temporalFact = 0;
|
||||
selectedUp = true;
|
||||
}
|
||||
}
|
||||
|
||||
//leave QM if we selected to go back up in either spatial or temporal resolution
|
||||
// Leave QM if we selected to go back up in either spatial or temporal
|
||||
if (selectedUp == true)
|
||||
{
|
||||
//Update down-sampling state
|
||||
//Note: only temp reduction by 2 is allowed
|
||||
// Update down-sampling state
|
||||
// Note: only temp reduction by 2 is allowed
|
||||
if (_qm->temporalFact == 0)
|
||||
{
|
||||
_stateDecFactorTemp = _stateDecFactorTemp / 2;
|
||||
}
|
||||
//Update down-sampling state
|
||||
//Note: only spatial reduction by 2x2 is allowed
|
||||
// Update down-sampling state
|
||||
// Note: only spatial reduction by 2x2 is allowed
|
||||
if (_qm->spatialHeightFact == 0 && _qm->spatialWidthFact == 0 )
|
||||
{
|
||||
_stateDecFactorSpatial = _stateDecFactorSpatial / 4;
|
||||
@ -341,73 +415,36 @@ VCMQmSelect::SelectQuality(const VideoContentMetrics* contentMetrics, VCMQuality
|
||||
}
|
||||
|
||||
//
|
||||
//done with checking for going back up
|
||||
// Done with checking for going back up in resolution
|
||||
//
|
||||
|
||||
//
|
||||
//CHECK FOR RESOLUTION REDUCTION
|
||||
//
|
||||
|
||||
//ST QM extraction if:
|
||||
// (1) target rate is lower than transitional rate (with safety margin), or
|
||||
// (2) frame skip is larger than threshold, or
|
||||
// Resolution reduction if:
|
||||
// (1) target rate is lower than transitional rate, or
|
||||
// (2) buffer level is not stable, or
|
||||
// (3) rate mismatch is larger than threshold
|
||||
|
||||
if ( (avgTargetRate < estimatedTransRateDown ) || (ratioBufferLow > MAX_BUFFER_LOW)
|
||||
|| (rateMisMatch > MAX_RATE_MM) )
|
||||
// Bias down-sampling based on packet loss conditions
|
||||
if (avgPacketLoss > LOSS_THR)
|
||||
{
|
||||
estimatedTransRateDown = LOSS_RATE_FAC * estimatedTransRateDown;
|
||||
}
|
||||
|
||||
if ((avgTargetRate < estimatedTransRateDown ) ||
|
||||
(ratioBufferLow > MAX_BUFFER_LOW)
|
||||
|| (rateMisMatch > MAX_RATE_MM))
|
||||
{
|
||||
|
||||
WebRtc_UWord8 spatialFact = 1;
|
||||
WebRtc_UWord8 tempFact = 1;
|
||||
|
||||
//Get the Action:
|
||||
//Note: only consider spatial by 2x2 OR temporal reduction by 2 in this version
|
||||
if (_motion.level == kLow && _spatial.level == kLow)
|
||||
{
|
||||
spatialFact = 1;
|
||||
tempFact = 1;
|
||||
}
|
||||
else if (_motion.level == kLow && _spatial.level == kHigh)
|
||||
{
|
||||
spatialFact = 1;
|
||||
tempFact = 2;
|
||||
}
|
||||
else if (_motion.level == kLow && _spatial.level == kDefault)
|
||||
{
|
||||
spatialFact = 1;
|
||||
tempFact = 2;
|
||||
}
|
||||
else if (_motion.level == kHigh && _spatial.level == kLow)
|
||||
{
|
||||
spatialFact = 4;
|
||||
tempFact = 1;
|
||||
}
|
||||
else if (_motion.level == kHigh && _spatial.level == kHigh)
|
||||
{
|
||||
spatialFact = 1;
|
||||
tempFact = 2;
|
||||
}
|
||||
else if (_motion.level == kHigh && _spatial.level == kDefault)
|
||||
{
|
||||
spatialFact = 4;
|
||||
tempFact = 1;
|
||||
}
|
||||
else if (_motion.level == kDefault && _spatial.level == kLow)
|
||||
{
|
||||
spatialFact = 4;
|
||||
tempFact = 1;
|
||||
}
|
||||
else if (_motion.level == kDefault && _spatial.level == kHigh)
|
||||
{
|
||||
spatialFact = 1;
|
||||
tempFact = 2;
|
||||
}
|
||||
else if (_motion.level == kDefault && _spatial.level == kDefault)
|
||||
{
|
||||
spatialFact = 1;
|
||||
tempFact = 1;
|
||||
}
|
||||
//
|
||||
// Get the action
|
||||
spatialFact = kSpatialAction[contentClass];
|
||||
tempFact = kTemporalAction[contentClass];
|
||||
|
||||
switch(spatialFact)
|
||||
{
|
||||
case 4:
|
||||
@ -418,9 +455,9 @@ VCMQmSelect::SelectQuality(const VideoContentMetrics* contentMetrics, VCMQuality
|
||||
//default is 1x2 (H)
|
||||
_qm->spatialWidthFact = 2;
|
||||
_qm->spatialHeightFact = 1;
|
||||
//Select 1x2,2x1, or back to 2x2: depends on prediction errors, aspect ratio, and horizontalness of motion
|
||||
//Note: directional selection not used in this version
|
||||
//SelectSpatialDirectionMode((float) estimatedTransRateDown);
|
||||
// Select 1x2,2x1, or back to 2x2
|
||||
// Note: directional selection not used in this version
|
||||
// SelectSpatialDirectionMode((float) estimatedTransRateDown);
|
||||
break;
|
||||
default:
|
||||
_qm->spatialWidthFact = 1;
|
||||
@ -429,48 +466,62 @@ VCMQmSelect::SelectQuality(const VideoContentMetrics* contentMetrics, VCMQuality
|
||||
}
|
||||
_qm->temporalFact = tempFact;
|
||||
|
||||
//Sanity check on ST QM selection: override the settings for too small image size and frame rate
|
||||
//Also check limit the current down-sampling state
|
||||
// Sanity check on ST QM selection:
|
||||
// override the settings for too small image size and frame rate
|
||||
// Also check the limit on current down-sampling state
|
||||
|
||||
//No spatial sampling if image size is too small (QCIF)
|
||||
if ( (_width * _height) <= MIN_IMAGE_SIZE || _stateDecFactorSpatial >= MAX_SPATIAL_DOWN_FACT)
|
||||
// No spatial sampling if image size is too small (QCIF)
|
||||
if ( (_width * _height) <= MIN_IMAGE_SIZE ||
|
||||
_stateDecFactorSpatial >= MAX_SPATIAL_DOWN_FACT)
|
||||
{
|
||||
_qm->spatialWidthFact = 1;
|
||||
_qm->spatialHeightFact = 1;
|
||||
}
|
||||
|
||||
//No frame rate reduction below some point: use the (average) incoming frame rate
|
||||
if ( avgIncomingFrameRate <= MIN_FRAME_RATE_QM || _stateDecFactorTemp >= MAX_TEMP_DOWN_FACT)
|
||||
// No frame rate reduction below some point:
|
||||
// use the (average) incoming frame rate
|
||||
if ( avgIncomingFrameRate <= MIN_FRAME_RATE_QM ||
|
||||
_stateDecFactorTemp >= MAX_TEMP_DOWN_FACT)
|
||||
{
|
||||
_qm->temporalFact = 1;
|
||||
}
|
||||
|
||||
//No down-sampling if current spatial-temporal downsampling state is above threshold
|
||||
if (_stateDecFactorTemp * _stateDecFactorSpatial >= MAX_SPATIAL_TEMP_DOWN_FACT)
|
||||
// No down-sampling if current downsampling state is above threshold
|
||||
if (_stateDecFactorTemp * _stateDecFactorSpatial >=
|
||||
MAX_SPATIAL_TEMP_DOWN_FACT)
|
||||
{
|
||||
_qm->spatialWidthFact = 1;
|
||||
_qm->spatialHeightFact = 1;
|
||||
_qm->temporalFact = 1;
|
||||
}
|
||||
//
|
||||
//done with sanity checks on ST QM selection
|
||||
// Done with sanity checks on ST QM selection
|
||||
//
|
||||
|
||||
//Note: to disable spatial down-sampling
|
||||
// _qm->spatialWidthFact = 1;
|
||||
// _qm->spatialHeightFact = 1;
|
||||
|
||||
//Update down-sampling states
|
||||
_stateDecFactorSpatial = _stateDecFactorSpatial * _qm->spatialWidthFact * _qm->spatialHeightFact;
|
||||
// Update down-sampling states
|
||||
_stateDecFactorSpatial = _stateDecFactorSpatial * _qm->spatialWidthFact
|
||||
* _qm->spatialHeightFact;
|
||||
_stateDecFactorTemp = _stateDecFactorTemp * _qm->temporalFact;
|
||||
|
||||
if (_qm->spatialWidthFact != 1 || _qm->spatialHeightFact != 1 ||
|
||||
_qm->temporalFact != 1)
|
||||
{
|
||||
|
||||
WEBRTC_TRACE(webrtc::kTraceDebug, webrtc::kTraceVideo, -1,
|
||||
"Resolution reduction occurred"
|
||||
"Content Metrics are: Motion = %d , Spatial = %d, "
|
||||
"Rates are: Est. Trans. BR = %d, Avg.Target BR = %f",
|
||||
_motion.level, _spatial.level,
|
||||
estimatedTransRateDown, avgTargetRate);
|
||||
}
|
||||
|
||||
}
|
||||
else
|
||||
{
|
||||
*qm = _qm;
|
||||
return VCM_OK;
|
||||
}
|
||||
// done with checking for resolution reduction
|
||||
// Done with checking for resolution reduction
|
||||
|
||||
*qm = _qm;
|
||||
return VCM_OK;
|
||||
@ -481,9 +532,9 @@ VCMQmSelect::SelectQuality(const VideoContentMetrics* contentMetrics, VCMQuality
|
||||
WebRtc_Word32
|
||||
VCMQmSelect::SelectSpatialDirectionMode(float transRate)
|
||||
{
|
||||
//Default is 1x2 (H)
|
||||
// Default is 1x2 (H)
|
||||
|
||||
//For bit rates well below transitional rate, we select 2x2
|
||||
// For bit rates well below transitional rate, we select 2x2
|
||||
if ( _targetBitRate < transRate * RATE_RED_SPATIAL_2X2 )
|
||||
{
|
||||
_qm->spatialWidthFact = 2;
|
||||
@ -491,13 +542,13 @@ VCMQmSelect::SelectSpatialDirectionMode(float transRate)
|
||||
return VCM_OK;
|
||||
}
|
||||
|
||||
//Otherwise check prediction errors, aspect ratio, horizonalness of motion
|
||||
// Otherwise check prediction errors, aspect ratio, horizontalness
|
||||
|
||||
float spatialErr = _contentMetrics->spatialPredErr;
|
||||
float spatialErrH = _contentMetrics->spatialPredErrH;
|
||||
float spatialErrV = _contentMetrics->spatialPredErrV;
|
||||
|
||||
//favor 1x2 if aspect_ratio is 16:9
|
||||
// Favor 1x2 if aspect_ratio is 16:9
|
||||
if (_aspectRatio >= 16.0f / 9.0f )
|
||||
{
|
||||
//check if 1x2 has lowest prediction error
|
||||
@ -507,7 +558,7 @@ VCMQmSelect::SelectSpatialDirectionMode(float transRate)
|
||||
}
|
||||
}
|
||||
|
||||
//check for 2x2 selection: favor 2x2 over 1x2 and 2x1
|
||||
// Check for 2x2 selection: favor 2x2 over 1x2 and 2x1
|
||||
if (spatialErr < spatialErrH * (1.0f + SPATIAL_ERR_2X2_VS_H) &&
|
||||
spatialErr < spatialErrV * (1.0f + SPATIAL_ERR_2X2_VS_V))
|
||||
{
|
||||
@ -516,7 +567,7 @@ VCMQmSelect::SelectSpatialDirectionMode(float transRate)
|
||||
return VCM_OK;
|
||||
}
|
||||
|
||||
//check for 2x1 selection:
|
||||
// Check for 2x1 selection:
|
||||
if (spatialErrV < spatialErrH * (1.0f - SPATIAL_ERR_V_VS_H) &&
|
||||
spatialErrV < spatialErr * (1.0f - SPATIAL_ERR_2X2_VS_V))
|
||||
{
|
||||
@ -534,7 +585,7 @@ VCMQmSelect::Coherence()
|
||||
float horizNZ = _contentMetrics->motionHorizontalness;
|
||||
float distortionNZ = _contentMetrics->motionClusterDistortion;
|
||||
|
||||
//Coherence measure: combine horizontalness with cluster distortion
|
||||
// Coherence measure: combine horizontalness with cluster distortion
|
||||
_coherence.value = COH_MAX;
|
||||
if (distortionNZ > 0.)
|
||||
{
|
||||
@ -558,7 +609,7 @@ VCMQmSelect::MotionNFD()
|
||||
{
|
||||
_motion.value = _contentMetrics->motionMagnitudeNZ;
|
||||
|
||||
// determine motion level
|
||||
// Determine motion level
|
||||
if (_motion.value < LOW_MOTION_NFD)
|
||||
{
|
||||
_motion.level = kLow;
|
||||
@ -581,17 +632,18 @@ VCMQmSelect::Motion()
|
||||
float sizeZeroMotion = _contentMetrics->sizeZeroMotion;
|
||||
float motionMagNZ = _contentMetrics->motionMagnitudeNZ;
|
||||
|
||||
//take product of size and magnitude with equal weight for now
|
||||
// Take product of size and magnitude with equal weight
|
||||
_motion.value = (1.0f - sizeZeroMotion) * motionMagNZ;
|
||||
|
||||
//stabilize: motionMagNZ could be large when only few motion blocks are non-zero
|
||||
// Stabilize: motionMagNZ could be large when only a
|
||||
// few motion blocks are non-zero
|
||||
_stationaryMotion = false;
|
||||
if (sizeZeroMotion > HIGH_ZERO_MOTION_SIZE)
|
||||
{
|
||||
_motion.value = 0.0f;
|
||||
_stationaryMotion = true;
|
||||
}
|
||||
// determine motion level
|
||||
// Determine motion level
|
||||
if (_motion.value < LOW_MOTION)
|
||||
{
|
||||
_motion.level = kLow;
|
||||
@ -613,11 +665,11 @@ VCMQmSelect::Spatial()
|
||||
float spatialErr = _contentMetrics->spatialPredErr;
|
||||
float spatialErrH = _contentMetrics->spatialPredErrH;
|
||||
float spatialErrV = _contentMetrics->spatialPredErrV;
|
||||
//Spatial measure: take average of 3 prediction errors
|
||||
// Spatial measure: take average of 3 prediction errors
|
||||
_spatial.value = (spatialErr + spatialErrH + spatialErrV) / 3.0f;
|
||||
|
||||
float scale = 1.0f;
|
||||
//Reduce thresholds for HD scenes
|
||||
// Reduce thresholds for HD scenes
|
||||
if (_imageType > 3)
|
||||
{
|
||||
scale = (float)SCALE_TEXTURE_HD;
|
||||
@ -635,8 +687,6 @@ VCMQmSelect::Spatial()
|
||||
{
|
||||
_spatial.level = kDefault;
|
||||
}
|
||||
|
||||
|
||||
}
|
||||
|
||||
|
||||
@ -675,10 +725,10 @@ VCMQmSelect::SetMaxRateForQM(WebRtc_UWord32 width, WebRtc_UWord32 height)
|
||||
_imageType = 6;
|
||||
}
|
||||
|
||||
// set max rate based on image size
|
||||
// Set max rate based on image size
|
||||
_maxRateQM = kMaxRateQm[_imageType];
|
||||
|
||||
return VCM_OK;
|
||||
}
|
||||
|
||||
}
|
||||
} // end of namespace
|
||||
|
@ -24,7 +24,8 @@ struct VideoContentMetrics;
|
||||
|
||||
struct VCMQualityMode
|
||||
{
|
||||
VCMQualityMode():spatialWidthFact(1), spatialHeightFact(1), temporalFact(1){}
|
||||
VCMQualityMode():spatialWidthFact(1), spatialHeightFact(1),
|
||||
temporalFact(1){}
|
||||
void Reset()
|
||||
{
|
||||
spatialWidthFact = 1;
|
||||
@ -65,22 +66,33 @@ public:
|
||||
~VCMQmSelect();
|
||||
|
||||
// Initialize:
|
||||
WebRtc_Word32 Initialize(float bitRate, float userFrameRate, WebRtc_UWord32 width, WebRtc_UWord32 height);
|
||||
WebRtc_Word32 Initialize(float bitRate, float userFrameRate,
|
||||
WebRtc_UWord32 width, WebRtc_UWord32 height);
|
||||
|
||||
// Allow the user to set preferences: favor frame rate/resolution
|
||||
WebRtc_Word32 SetPreferences(WebRtc_Word8 resolPref);
|
||||
|
||||
// Extract ST QM behavior and make decision
|
||||
// Inputs: Content Metrics per frame (averaged over time)
|
||||
// qm: Reference to the quality modes pointer
|
||||
WebRtc_Word32 SelectQuality(const VideoContentMetrics* contentMetrics, VCMQualityMode** qm);
|
||||
// Extract ST (spatio-temporal) QM behavior and make decision
|
||||
// Inputs: qm: Reference to the quality modes pointer
|
||||
WebRtc_Word32 SelectQuality(VCMQualityMode** qm);
|
||||
|
||||
// Update QMselect with actual bit rate (size of the latest encoded frame) and frame type
|
||||
// -> update buffer level and frame-mismatch
|
||||
void UpdateEncodedSize(WebRtc_Word64 encodedSize, FrameType encodedFrameType);
|
||||
// Update QM with actual bit rate
|
||||
// (size of the latest encoded frame) and frame type.
|
||||
void UpdateEncodedSize(WebRtc_Word64 encodedSize,
|
||||
FrameType encodedFrameType);
|
||||
|
||||
// Update QM with new bit/frame/loss rates from SetTargetRates
|
||||
void UpdateRates(float targetBitRate, float avgSentRate,
|
||||
float incomingFrameRate, WebRtc_UWord8 packetLoss);
|
||||
|
||||
// Update QM with the content metrics
|
||||
void UpdateContent(const VideoContentMetrics* contentMetrics);
|
||||
|
||||
// Adjust FEC rate based on content
|
||||
WebRtc_UWord8 AdjustFecFactor(WebRtc_UWord8 codeRateDelta, float totalRate,
|
||||
float frameRate, WebRtc_UWord16 rttTime,
|
||||
WebRtc_UWord8 packetLoss);
|
||||
|
||||
// Update QM with new rates from SetTargetRates
|
||||
void UpdateRates(float targetBitRate, float avgSentRate, float incomingFrameRate);
|
||||
|
||||
// Select 1x2,2x2,2x2 spatial sampling mode
|
||||
WebRtc_Word32 SelectSpatialDirectionMode(float transRate);
|
||||
@ -113,7 +125,7 @@ private:
|
||||
// Content Data
|
||||
const VideoContentMetrics* _contentMetrics;
|
||||
|
||||
// Encoder stats/rate-control metrics
|
||||
// Encoder rate control parameters, network parameters
|
||||
float _targetBitRate;
|
||||
float _userFrameRate;
|
||||
float _incomingFrameRate;
|
||||
@ -123,9 +135,13 @@ private:
|
||||
float _sumIncomingFrameRate;
|
||||
float _sumSeqRateMM;
|
||||
float _sumFrameRateMM;
|
||||
float _sumPacketLoss;
|
||||
float _prevTotalRate;
|
||||
WebRtc_UWord16 _prevRttTime;
|
||||
WebRtc_UWord8 _prevPacketLoss;
|
||||
WebRtc_Word64 _sumEncodedBytes;
|
||||
|
||||
//Encoder and native frame sizes
|
||||
// Encoder and native frame sizes
|
||||
WebRtc_UWord32 _width;
|
||||
WebRtc_UWord32 _height;
|
||||
WebRtc_UWord32 _nativeWidth;
|
||||
@ -135,26 +151,26 @@ private:
|
||||
WebRtc_UWord32 _nativeFrameRate;
|
||||
WebRtc_UWord8 _stateDecFactorTemp;
|
||||
|
||||
//Counters
|
||||
// Counters
|
||||
WebRtc_UWord32 _frameCnt;
|
||||
WebRtc_UWord32 _frameCntDelta;
|
||||
WebRtc_UWord32 _updateRateCnt;
|
||||
WebRtc_UWord32 _lowBufferCnt;
|
||||
|
||||
//Content L/M/H values
|
||||
// Content L/M/H values
|
||||
VCMContFeature _motion;
|
||||
VCMContFeature _spatial;
|
||||
VCMContFeature _coherence;
|
||||
bool _stationaryMotion;
|
||||
|
||||
//aspect ratio
|
||||
// Aspect ratio
|
||||
float _aspectRatio;
|
||||
|
||||
//Max rate to saturate the transitionalRate
|
||||
// Max rate to saturate the transitionalRate
|
||||
WebRtc_UWord32 _maxRateQM;
|
||||
WebRtc_UWord8 _imageType;
|
||||
|
||||
//User preference for resolution or qmax change
|
||||
// User preference for resolution or qmax change
|
||||
WebRtc_UWord8 _userResolutionPref;
|
||||
bool _init;
|
||||
VCMQualityMode* _qm;
|
||||
|
@ -13,7 +13,7 @@
|
||||
|
||||
/***************************************************************
|
||||
*QMSelectData.h
|
||||
* This file includes parameters used by the Quality Modes selection process
|
||||
* This file includes parameters for content-aware media optimization
|
||||
****************************************************************/
|
||||
|
||||
#include "typedefs.h"
|
||||
@ -21,38 +21,48 @@
|
||||
namespace webrtc
|
||||
{
|
||||
|
||||
//Initial level of buffer in secs: should corresponds to wrapper settings
|
||||
//
|
||||
// PARAMETERS FOR RESOLUTION ADAPTATION
|
||||
//
|
||||
|
||||
// Initial level of buffer in secs: should corresponds to wrapper settings
|
||||
#define INIT_BUFFER_LEVEL 0.5
|
||||
|
||||
//
|
||||
//PARAMETERS FOR QM SELECTION
|
||||
//
|
||||
|
||||
//Threshold of (max) buffer size below which we consider too low (underflow)
|
||||
// Threshold of (max) buffer size below which we consider too low (underflow)
|
||||
#define PERC_BUFFER_THR 0.10
|
||||
|
||||
//Threshold on rate mismatch
|
||||
// Threshold on rate mismatch
|
||||
#define MAX_RATE_MM 0.5
|
||||
|
||||
//Threshold on the occurrences of low buffer levels
|
||||
// Avoid outliers in seq-rate MM
|
||||
#define THRESH_SUM_MM 1000
|
||||
|
||||
// Threshold on the occurrences of low buffer levels
|
||||
#define MAX_BUFFER_LOW 0.5
|
||||
|
||||
//Factor for transitional rate for going back up in resolution
|
||||
// Factor for transitional rate for going back up in resolution
|
||||
#define TRANS_RATE_SCALE_UP_SPATIAL 1.25
|
||||
#define TRANS_RATE_SCALE_UP_TEMP 1.25
|
||||
|
||||
//Maximum possible transitional rate: (units in kbps), for 30fps
|
||||
// Threshold on packet loss rate, above which favor resolution reduction
|
||||
#define LOSS_THR 0.1
|
||||
|
||||
// Factor for reducing transitonal bitrate under packet loss
|
||||
#define LOSS_RATE_FAC 1.0
|
||||
|
||||
// Maximum possible transitional rate for down-sampling:
|
||||
// (units in kbps), for 30fps
|
||||
const WebRtc_UWord16 kMaxRateQm[7] = {
|
||||
100, //QCIF
|
||||
500, //CIF
|
||||
800, //VGA
|
||||
500, //CIF
|
||||
800, //VGA
|
||||
1500, //4CIF
|
||||
2000, //720 HD 4:3,
|
||||
2500, //720 HD 16:9
|
||||
3000 //1080HD
|
||||
};
|
||||
|
||||
//Scale for transitional rate: based on content class
|
||||
// Scale for transitional rate: based on content class
|
||||
// motion=L/H/D,spatial==L/H/D: for low, high, middle levels
|
||||
const float kScaleTransRateQm[18] = {
|
||||
//4CIF and lower
|
||||
@ -63,7 +73,7 @@ const float kScaleTransRateQm[18] = {
|
||||
0.50f, // H, H
|
||||
0.50f, // H, D
|
||||
0.50f, // D, L
|
||||
0.625f, // D, D
|
||||
0.63f, // D, D
|
||||
0.25f, // D, H
|
||||
|
||||
//over 4CIF: WHD, HD
|
||||
@ -74,62 +84,51 @@ const float kScaleTransRateQm[18] = {
|
||||
0.50f, // H, H
|
||||
0.50f, // H, D
|
||||
0.50f, // D, L
|
||||
0.625f, // D, D
|
||||
0.63f, // D, D
|
||||
0.25f // D, H
|
||||
};
|
||||
|
||||
//Control the total amount of down-sampling allowed
|
||||
// Action for down-sampling:
|
||||
// motion=L/H/D,spatial==L/H/D: for low, high, middle levels
|
||||
const WebRtc_UWord8 kSpatialAction[9] = {
|
||||
1, // L, L
|
||||
1, // L, H
|
||||
1, // L, D
|
||||
4, // H ,L
|
||||
1, // H, H
|
||||
4, // H, D
|
||||
4, // D, L
|
||||
1, // D, D
|
||||
1, // D, H
|
||||
};
|
||||
|
||||
const WebRtc_UWord8 kTemporalAction[9] = {
|
||||
1, // L, L
|
||||
2, // L, H
|
||||
2, // L, D
|
||||
1, // H ,L
|
||||
2, // H, H
|
||||
1, // H, D
|
||||
1, // D, L
|
||||
2, // D, D
|
||||
1, // D, H
|
||||
};
|
||||
|
||||
// Control the total amount of down-sampling allowed
|
||||
#define MAX_SPATIAL_DOWN_FACT 4
|
||||
#define MAX_TEMP_DOWN_FACT 4
|
||||
#define MAX_SPATIAL_TEMP_DOWN_FACT 8
|
||||
|
||||
//
|
||||
//
|
||||
//
|
||||
|
||||
//PARAMETETS FOR SETTING LOW/HIGH VALUES OF METRICS:
|
||||
//
|
||||
//Threshold to determine if high amount of zero_motion
|
||||
#define HIGH_ZERO_MOTION_SIZE 0.95
|
||||
|
||||
//Thresholds for motion: motion level is derived from motion vectors: motion = size_nz*magn_nz
|
||||
#define HIGH_MOTION 0.7
|
||||
#define LOW_MOTION 0.4
|
||||
|
||||
//Thresholds for motion: motion level is from NFD
|
||||
#define HIGH_MOTION_NFD 0.075
|
||||
#define LOW_MOTION_NFD 0.04
|
||||
|
||||
//Thresholds for spatial prediction error: this is appLied on the min(2x2,1x2,2x1)
|
||||
#define HIGH_TEXTURE 0.035
|
||||
#define LOW_TEXTURE 0.025
|
||||
|
||||
//Used to reduce thresholds for HD scenes: correction factor since higher
|
||||
//correlation in HD scenes means lower spatial prediction error
|
||||
#define SCALE_TEXTURE_HD 0.9;
|
||||
|
||||
//Thresholds for distortion and horizontalness: applied on product: horiz_nz/dist_nz
|
||||
#define COHERENCE_THR 1.0
|
||||
#define COH_MAX 10
|
||||
//
|
||||
//
|
||||
#define RATE_RED_SPATIAL_2X2 0.6 //percentage reduction in transitional bitrate where 2x2 is selected over 1x2/2x1
|
||||
#define SPATIAL_ERR_2X2_VS_H 0.1 //percentage to favor 2x2
|
||||
#define SPATIAL_ERR_2X2_VS_V 0.1 //percentage to favor 2x2 over V
|
||||
#define SPATIAL_ERR_V_VS_H 0.1 //percentage to favor H over V
|
||||
|
||||
|
||||
//Minimum image size for a spatial mode selection: no spatial down-sampling if input size <= MIN_IMAGE_SIZE
|
||||
// Minimum image size for a spatial down-sampling:
|
||||
// no spatial down-sampling if input size <= MIN_IMAGE_SIZE
|
||||
#define MIN_IMAGE_SIZE 25344 //176*144
|
||||
|
||||
//Minimum frame rate for temporal mode: no frame rate reduction if incomingFrameRate <= MIN_FRAME_RATE
|
||||
// Minimum frame rate for temporal down-sampling:
|
||||
// no frame rate reduction if incomingFrameRate <= MIN_FRAME_RATE
|
||||
#define MIN_FRAME_RATE_QM 8
|
||||
|
||||
//Avoid outliers in seq-rate MM
|
||||
#define THRESH_SUM_MM 1000
|
||||
|
||||
// Boundaries for the closest standard frame size
|
||||
const WebRtc_UWord32 kFrameSizeTh[6] = {
|
||||
// boundaries for the closest standard frame size
|
||||
63360, //between 176*144 and 352*288
|
||||
204288, //between 352*288 and 640*480
|
||||
356352, //between 640*480 and 704*576
|
||||
@ -139,6 +138,48 @@ const WebRtc_UWord32 kFrameSizeTh[6] = {
|
||||
};
|
||||
|
||||
|
||||
//
|
||||
// PARAMETERS FOR FEC ADJUSTMENT: TODO (marpan)
|
||||
//
|
||||
|
||||
|
||||
//
|
||||
// PARAMETETS FOR SETTING LOW/HIGH STATES OF CONTENT METRICS:
|
||||
//
|
||||
|
||||
// Threshold to determine if high amount of zero_motion
|
||||
#define HIGH_ZERO_MOTION_SIZE 0.95
|
||||
|
||||
// Thresholds for motion:
|
||||
// motion level is derived from motion vectors: motion = size_nz*magn_nz
|
||||
#define HIGH_MOTION 0.7
|
||||
#define LOW_MOTION 0.4
|
||||
|
||||
// Thresholds for motion: motion level is from NFD
|
||||
#define HIGH_MOTION_NFD 0.075
|
||||
#define LOW_MOTION_NFD 0.04
|
||||
|
||||
// Thresholds for spatial prediction error:
|
||||
// this is appLied on the min(2x2,1x2,2x1)
|
||||
#define HIGH_TEXTURE 0.035
|
||||
#define LOW_TEXTURE 0.025
|
||||
|
||||
// Used to reduce thresholds for HD scenes: correction factor since higher
|
||||
// correlation in HD scenes means lower spatial prediction error
|
||||
#define SCALE_TEXTURE_HD 0.9;
|
||||
|
||||
// Thresholds for distortion and horizontalness:
|
||||
// applied on product: horiz_nz/dist_nz
|
||||
#define COHERENCE_THR 1.0
|
||||
#define COH_MAX 10
|
||||
|
||||
// percentage reduction in transitional bitrate for 2x2 selected over 1x2/2x1
|
||||
#define RATE_RED_SPATIAL_2X2 0.6
|
||||
|
||||
#define SPATIAL_ERR_2X2_VS_H 0.1 //percentage to favor 2x2
|
||||
#define SPATIAL_ERR_2X2_VS_V 0.1 //percentage to favor 2x2 over V
|
||||
#define SPATIAL_ERR_V_VS_H 0.1 //percentage to favor H over V
|
||||
|
||||
} // namespace webrtc
|
||||
|
||||
#endif // WEBRTC_MODULES_VIDEO_CODING_SOURCE_QM_SELECT_DATA_H_
|
||||
|
Loading…
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Reference in New Issue
Block a user