ref: 99faf1ec4a47c5362a6bde552d6097166e2fda16
dir: /processing/src/backgounddetection/BackgroundDetection.cpp/
/*! * \copy * Copyright (c) 2013, Cisco Systems * All rights reserved. * * Redistribution and use in source and binary forms, with or without * modification, are permitted provided that the following conditions * are met: * * * Redistributions of source code must retain the above copyright * notice, this list of conditions and the following disclaimer. * * * Redistributions in binary form must reproduce the above copyright * notice, this list of conditions and the following disclaimer in * the documentation and/or other materials provided with the * distribution. * * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS * "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT * LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS * FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE * COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, * INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, * BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; * LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER * CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT * LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN * ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE * POSSIBILITY OF SUCH DAMAGE. * */ #include "BackgroundDetection.h" #include "../common/cpu.h" WELSVP_NAMESPACE_BEGIN #define LOG2_BGD_OU_SIZE (4) #define LOG2_BGD_OU_SIZE_UV (LOG2_BGD_OU_SIZE-1) #define BGD_OU_SIZE (1<<LOG2_BGD_OU_SIZE) #define BGD_OU_SIZE_UV (BGD_OU_SIZE>>1) #define BGD_THD_SAD (2*BGD_OU_SIZE*BGD_OU_SIZE) #define BGD_THD_ASD_UV (4*BGD_OU_SIZE_UV) #define LOG2_MB_SIZE (4) #define OU_SIZE_IN_MB (BGD_OU_SIZE >> 4) #define Q_FACTOR (8) #define BGD_DELTA_QP_THD (3) #define OU_LEFT (0x01) #define OU_RIGHT (0x02) #define OU_TOP (0x04) #define OU_BOTTOM (0x08) CBackgroundDetection::CBackgroundDetection(int32_t iCpuFlag) { m_eMethod = METHOD_BACKGROUND_DETECTION; WelsMemset(&m_BgdParam, 0, sizeof(m_BgdParam)); m_iLargestFrameSize = 0; } CBackgroundDetection::~CBackgroundDetection() { FreeOUArrayMemory(); } EResult CBackgroundDetection::Process(int32_t iType, SPixMap *pSrcPixMap, SPixMap *pRefPixMap) { EResult eReturn = RET_INVALIDPARAM; if (pSrcPixMap==NULL || pRefPixMap==NULL) return eReturn; m_BgdParam.pCur[0] = (uint8_t *)pSrcPixMap->pPixel[0]; m_BgdParam.pCur[1] = (uint8_t *)pSrcPixMap->pPixel[1]; m_BgdParam.pCur[2] = (uint8_t *)pSrcPixMap->pPixel[2]; m_BgdParam.pRef[0] = (uint8_t *)pRefPixMap->pPixel[0]; m_BgdParam.pRef[1] = (uint8_t *)pRefPixMap->pPixel[1]; m_BgdParam.pRef[2] = (uint8_t *)pRefPixMap->pPixel[2]; m_BgdParam.iBgdWidth = pSrcPixMap->sRect.iRectWidth; m_BgdParam.iBgdHeight = pSrcPixMap->sRect.iRectHeight; m_BgdParam.iStride[0] = pSrcPixMap->iStride[0]; m_BgdParam.iStride[1] = pSrcPixMap->iStride[1]; m_BgdParam.iStride[2] = pSrcPixMap->iStride[2]; int32_t iCurFrameSize = m_BgdParam.iBgdWidth * m_BgdParam.iBgdHeight; if (m_BgdParam.pOU_array == NULL || iCurFrameSize > m_iLargestFrameSize) { FreeOUArrayMemory(); m_BgdParam.pOU_array = AllocateOUArrayMemory(m_BgdParam.iBgdWidth, m_BgdParam.iBgdHeight); m_iLargestFrameSize = iCurFrameSize; } if (m_BgdParam.pOU_array == NULL) return eReturn; BackgroundDetection(&m_BgdParam); return RET_SUCCESS; } EResult CBackgroundDetection::Set(int32_t iType, void *pParam) { if (pParam == NULL) { return RET_INVALIDPARAM; } SBGDInterface *pInterface = (SBGDInterface *)pParam; m_BgdParam.pBackgroundMbFlag = (int8_t *)pInterface->pBackgroundMbFlag; m_BgdParam.pCalcRes = pInterface->pCalcRes; return RET_SUCCESS; } inline SBackgroundOU* CBackgroundDetection::AllocateOUArrayMemory(int32_t iWidth, int32_t iHeight) { int32_t iMaxOUWidth = (BGD_OU_SIZE-1+iWidth)>>LOG2_BGD_OU_SIZE; int32_t iMaxOUHeight = (BGD_OU_SIZE-1+iHeight)>>LOG2_BGD_OU_SIZE; return (SBackgroundOU *)WelsMalloc( iMaxOUWidth * iMaxOUHeight * sizeof(SBackgroundOU) ); } inline void CBackgroundDetection::FreeOUArrayMemory() { _SafeFree(m_BgdParam.pOU_array); } void CBackgroundDetection::GetOUParameters( SVAACalcResult *sVaaCalcInfo, int32_t iMbIndex, int32_t iMbWidth, SBackgroundOU* pBgdOU) { int32_t iSubSD[4]; uint8_t iSubMAD[4]; int32_t iSubSAD[4]; uint8_t (*pMad8x8)[4]; int32_t (*pSad8x8)[4]; int32_t (*pSd8x8)[4]; pSad8x8 = sVaaCalcInfo->pSad8x8; pMad8x8 = sVaaCalcInfo->pMad8x8; pSd8x8 = sVaaCalcInfo->pSumOfDiff8x8; iSubSAD[0] = pSad8x8[iMbIndex][0]; iSubSAD[1] = pSad8x8[iMbIndex][1]; iSubSAD[2] = pSad8x8[iMbIndex][2]; iSubSAD[3] = pSad8x8[iMbIndex][3]; iSubSD[0] = pSd8x8[iMbIndex][0]; iSubSD[1] = pSd8x8[iMbIndex][1]; iSubSD[2] = pSd8x8[iMbIndex][2]; iSubSD[3] = pSd8x8[iMbIndex][3]; iSubMAD[0] = pMad8x8[iMbIndex][0]; iSubMAD[1] = pMad8x8[iMbIndex][1]; iSubMAD[2] = pMad8x8[iMbIndex][2]; iSubMAD[3] = pMad8x8[iMbIndex][3]; pBgdOU->iSD = iSubSD[0] + iSubSD[1] + iSubSD[2] + iSubSD[3]; pBgdOU->iSAD = iSubSAD[0] + iSubSAD[1] + iSubSAD[2] + iSubSAD[3]; pBgdOU->iSD = WELS_ABS(pBgdOU->iSD); // get the max absolute difference (MAD) of OU and min value of the MAD of sub-blocks of OU pBgdOU->iMAD = WELS_MAX(WELS_MAX(iSubMAD[0],iSubMAD[1]), WELS_MAX(iSubMAD[2],iSubMAD[3])); pBgdOU->iMinSubMad = WELS_MIN(WELS_MIN(iSubMAD[0],iSubMAD[1]), WELS_MIN(iSubMAD[2],iSubMAD[3])); // get difference between the max and min SD of the SDs of sub-blocks of OU pBgdOU->iMaxDiffSubSd = WELS_MAX(WELS_MAX(iSubSD[0],iSubSD[1]), WELS_MAX(iSubSD[2],iSubSD[3])) - WELS_MIN(WELS_MIN(iSubSD[0],iSubSD[1]), WELS_MIN(iSubSD[2],iSubSD[3])); } void CBackgroundDetection::ForegroundBackgroundDivision(vBGDParam *pBgdParam) { int32_t iPicWidthInOU = pBgdParam->iBgdWidth >> LOG2_BGD_OU_SIZE; int32_t iPicHeightInOU = pBgdParam->iBgdHeight >> LOG2_BGD_OU_SIZE; int32_t iPicWidthInMb = (15+pBgdParam->iBgdWidth)>>4; SBackgroundOU *pBackgroundOU = pBgdParam->pOU_array; for (int32_t j = 0; j < iPicHeightInOU; j ++ ) { for (int32_t i = 0; i < iPicWidthInOU; i++ ) { GetOUParameters( pBgdParam->pCalcRes, (j*iPicWidthInMb+i)<<(LOG2_BGD_OU_SIZE-LOG2_MB_SIZE), iPicWidthInMb, pBackgroundOU); pBackgroundOU->iBackgroundFlag = 0; if (pBackgroundOU->iMAD>63) { pBackgroundOU++; continue; } if ((pBackgroundOU->iMaxDiffSubSd<=pBackgroundOU->iSAD>>3 || pBackgroundOU->iMaxDiffSubSd<=(BGD_OU_SIZE*Q_FACTOR)) && pBackgroundOU->iSAD < (BGD_THD_SAD<<1)) //BGD_OU_SIZE*BGD_OU_SIZE>>2 { if (pBackgroundOU->iSAD<=BGD_OU_SIZE*Q_FACTOR) { pBackgroundOU->iBackgroundFlag = 1; } else { pBackgroundOU->iBackgroundFlag = pBackgroundOU->iSAD < BGD_THD_SAD ? (pBackgroundOU->iSD < (pBackgroundOU->iSAD*3)>>2) : (pBackgroundOU->iSD<<1 < pBackgroundOU->iSAD); } } pBackgroundOU++; } } } inline int32_t CBackgroundDetection::CalculateAsdChromaEdge( uint8_t *pOriRef, uint8_t *pOriCur, int32_t iStride ) { int32_t ASD = 0; int32_t idx; for( idx = 0; idx < BGD_OU_SIZE_UV; idx++ ) { ASD += *pOriCur - *pOriRef; pOriRef += iStride; pOriCur += iStride; } return WELS_ABS(ASD); } inline bool_t CBackgroundDetection::ForegroundDilation23Luma(SBackgroundOU *pBackgroundOU, SBackgroundOU *pOUNeighbours[]) { SBackgroundOU *pOU_L = pOUNeighbours[0]; SBackgroundOU *pOU_R = pOUNeighbours[1]; SBackgroundOU *pOU_U = pOUNeighbours[2]; SBackgroundOU *pOU_D = pOUNeighbours[3]; if (pBackgroundOU->iMAD > pBackgroundOU->iMinSubMad<<1) { int32_t iMaxNbrForegroundMad; int32_t iMaxNbrBackgroundMad; int32_t aBackgroundMad[4]; int32_t aForegroundMad[4]; aForegroundMad[0] = (pOU_L->iBackgroundFlag - 1) & pOU_L->iMAD; aForegroundMad[1] = (pOU_R->iBackgroundFlag - 1) & pOU_R->iMAD; aForegroundMad[2] = (pOU_U->iBackgroundFlag - 1) & pOU_U->iMAD; aForegroundMad[3] = (pOU_D->iBackgroundFlag - 1) & pOU_D->iMAD; iMaxNbrForegroundMad = WELS_MAX(WELS_MAX(aForegroundMad[0],aForegroundMad[1]), WELS_MAX(aForegroundMad[2],aForegroundMad[3])); aBackgroundMad[0] = ((!pOU_L->iBackgroundFlag) - 1) & pOU_L->iMAD; aBackgroundMad[1] = ((!pOU_R->iBackgroundFlag) - 1) & pOU_R->iMAD; aBackgroundMad[2] = ((!pOU_U->iBackgroundFlag) - 1) & pOU_U->iMAD; aBackgroundMad[3] = ((!pOU_D->iBackgroundFlag) - 1) & pOU_D->iMAD; iMaxNbrBackgroundMad = WELS_MAX(WELS_MAX(aBackgroundMad[0],aBackgroundMad[1]), WELS_MAX(aBackgroundMad[2],aBackgroundMad[3])); return ((iMaxNbrForegroundMad > pBackgroundOU->iMinSubMad<<2) || (pBackgroundOU->iMAD > iMaxNbrBackgroundMad<<1 && pBackgroundOU->iMAD <= (iMaxNbrForegroundMad*3)>>1)); } return 0; } inline bool_t CBackgroundDetection::ForegroundDilation23Chroma(int8_t iNeighbourForegroundFlags, int32_t iStartSamplePos, int32_t iPicStrideUV, vBGDParam *pBgdParam) { static const int8_t kaOUPos[4] = {OU_LEFT, OU_RIGHT, OU_TOP, OU_BOTTOM}; int32_t aEdgeOffset[4] = {0, BGD_OU_SIZE_UV-1, 0, iPicStrideUV*(BGD_OU_SIZE_UV-1)}; int32_t iStride[4] = {iPicStrideUV, iPicStrideUV, 1, 1}; // V component first, high probability because V stands for red color and human skin colors have more weight on this component for (int32_t i=0;i<4;i++) { if (iNeighbourForegroundFlags & kaOUPos[i]) { uint8_t *pRefC = pBgdParam->pRef[2] + iStartSamplePos + aEdgeOffset[i]; uint8_t *pCurC = pBgdParam->pCur[2] + iStartSamplePos + aEdgeOffset[i]; if (CalculateAsdChromaEdge(pRefC, pCurC, iStride[i]) > BGD_THD_ASD_UV) { return 1; } } } // U component, which stands for blue color, low probability for (int32_t i=0;i<4;i++) { if (iNeighbourForegroundFlags & kaOUPos[i]) { uint8_t *pRefC = pBgdParam->pRef[1] + iStartSamplePos + aEdgeOffset[i]; uint8_t *pCurC = pBgdParam->pCur[1] + iStartSamplePos + aEdgeOffset[i]; if (CalculateAsdChromaEdge(pRefC, pCurC, iStride[i]) > BGD_THD_ASD_UV) { return 1; } } } return 0; } inline void CBackgroundDetection::ForegroundDilation(SBackgroundOU *pBackgroundOU, SBackgroundOU *pOUNeighbours[], vBGDParam *pBgdParam, int32_t iChromaSampleStartPos) { int32_t iPicStrideUV = pBgdParam->iStride[1]; int32_t iSumNeighBackgroundFlags = pOUNeighbours[0]->iBackgroundFlag + pOUNeighbours[1]->iBackgroundFlag + pOUNeighbours[2]->iBackgroundFlag + pOUNeighbours[3]->iBackgroundFlag; if (pBackgroundOU->iSAD>BGD_OU_SIZE*Q_FACTOR) { switch (iSumNeighBackgroundFlags) { case 0: case 1: pBackgroundOU->iBackgroundFlag = 0; break; case 2: case 3: pBackgroundOU->iBackgroundFlag = !ForegroundDilation23Luma(pBackgroundOU, pOUNeighbours); // chroma component check if (pBackgroundOU->iBackgroundFlag==1) { int8_t iNeighbourForegroundFlags = !pOUNeighbours[0]->iBackgroundFlag | ((!pOUNeighbours[1]->iBackgroundFlag)<<1) | ((!pOUNeighbours[2]->iBackgroundFlag)<<2) | ((!pOUNeighbours[3]->iBackgroundFlag)<<3); pBackgroundOU->iBackgroundFlag = !ForegroundDilation23Chroma(iNeighbourForegroundFlags, iChromaSampleStartPos, iPicStrideUV, pBgdParam); } break; default: break; } } } inline void CBackgroundDetection::BackgroundErosion(SBackgroundOU *pBackgroundOU, SBackgroundOU *pOUNeighbours[]) { if (pBackgroundOU->iMaxDiffSubSd <= (BGD_OU_SIZE*Q_FACTOR)) //BGD_OU_SIZE*BGD_OU_SIZE>>2 { int32_t iSumNeighBackgroundFlags = pOUNeighbours[0]->iBackgroundFlag + pOUNeighbours[1]->iBackgroundFlag + pOUNeighbours[2]->iBackgroundFlag + pOUNeighbours[3]->iBackgroundFlag; int32_t sumNbrBGsad = (pOUNeighbours[0]->iSAD&(-pOUNeighbours[0]->iBackgroundFlag)) + (pOUNeighbours[2]->iSAD&(-pOUNeighbours[2]->iBackgroundFlag)) + (pOUNeighbours[1]->iSAD&(-pOUNeighbours[1]->iBackgroundFlag)) + (pOUNeighbours[3]->iSAD&(-pOUNeighbours[3]->iBackgroundFlag)); if (pBackgroundOU->iSAD*iSumNeighBackgroundFlags <= (3*sumNbrBGsad)>>1) { if (iSumNeighBackgroundFlags==4) { pBackgroundOU->iBackgroundFlag = 1; } else { if ((pOUNeighbours[0]->iBackgroundFlag & pOUNeighbours[1]->iBackgroundFlag) || (pOUNeighbours[2]->iBackgroundFlag & pOUNeighbours[3]->iBackgroundFlag)) { pBackgroundOU->iBackgroundFlag = !ForegroundDilation23Luma(pBackgroundOU, pOUNeighbours); } } } } } inline void CBackgroundDetection::SetBackgroundMbFlag(int8_t *pBackgroundMbFlag,int32_t iPicWidthInMb, int32_t iBackgroundMbFlag) { *pBackgroundMbFlag = iBackgroundMbFlag; } inline void CBackgroundDetection::UpperOUForegroundCheck(SBackgroundOU *pCurOU, int8_t *pBackgroundMbFlag, int32_t iPicWidthInOU, int32_t iPicWidthInMb) { if (pCurOU->iSAD > BGD_OU_SIZE*Q_FACTOR) { SBackgroundOU *pOU_L = pCurOU-1; SBackgroundOU *pOU_R = pCurOU+1; SBackgroundOU *pOU_U = pCurOU-iPicWidthInOU; SBackgroundOU *pOU_D = pCurOU+iPicWidthInOU; if (pOU_L->iBackgroundFlag + pOU_R->iBackgroundFlag + pOU_U->iBackgroundFlag + pOU_D->iBackgroundFlag <= 1) { SetBackgroundMbFlag(pBackgroundMbFlag,iPicWidthInMb,0); pCurOU->iBackgroundFlag = 0; } } } void CBackgroundDetection::ForegroundDilationAndBackgroundErosion(vBGDParam *pBgdParam) { int32_t iPicStrideUV = pBgdParam->iStride[1]; int32_t iPicWidthInOU = pBgdParam->iBgdWidth >> LOG2_BGD_OU_SIZE; int32_t iPicHeightInOU = pBgdParam->iBgdHeight >> LOG2_BGD_OU_SIZE; int32_t iOUStrideUV = iPicStrideUV << (LOG2_BGD_OU_SIZE-1); int32_t iPicWidthInMb = (15+pBgdParam->iBgdWidth)>>4; SBackgroundOU *pBackgroundOU= pBgdParam->pOU_array; int8_t *pVaaBackgroundMbFlag = (int8_t *)pBgdParam->pBackgroundMbFlag; SBackgroundOU *pOUNeighbours[4];//0: left; 1: right; 2: top; 3: bottom pBackgroundOU = pBgdParam->pOU_array; pOUNeighbours[2] = pBackgroundOU;//top OU for (int32_t j = 0; j < iPicHeightInOU; j ++ ) { int8_t *pRowSkipFlag = pVaaBackgroundMbFlag; pOUNeighbours[0] = pBackgroundOU;//left OU pOUNeighbours[3] = pBackgroundOU + (iPicWidthInOU & ((j == iPicHeightInOU-1) - 1));//bottom OU for (int32_t i = 0; i < iPicWidthInOU; i++ ) { pOUNeighbours[1] = pBackgroundOU + (i < iPicWidthInOU-1);//right OU if (pBackgroundOU->iBackgroundFlag) ForegroundDilation(pBackgroundOU, pOUNeighbours, pBgdParam, j*iOUStrideUV+(i<<LOG2_BGD_OU_SIZE_UV)); else BackgroundErosion(pBackgroundOU, pOUNeighbours); // check the up OU if (j>1 && i>0 && i<iPicWidthInOU-1 && pOUNeighbours[2]->iBackgroundFlag==1) { UpperOUForegroundCheck(pOUNeighbours[2], pRowSkipFlag-OU_SIZE_IN_MB*iPicWidthInMb, iPicWidthInOU, iPicWidthInMb); } SetBackgroundMbFlag(pRowSkipFlag,iPicWidthInMb,pBackgroundOU->iBackgroundFlag); // preparation for the next OU pRowSkipFlag += OU_SIZE_IN_MB; pOUNeighbours[0] = pBackgroundOU; pOUNeighbours[2]++; pOUNeighbours[3]++; pBackgroundOU++; } pOUNeighbours[2] = pBackgroundOU - iPicWidthInOU; pVaaBackgroundMbFlag += OU_SIZE_IN_MB*iPicWidthInMb; } } void CBackgroundDetection::BackgroundDetection( vBGDParam *pBgdParam ) { // 1st step: foreground/background coarse division ForegroundBackgroundDivision(pBgdParam); // 2nd step: foreground dilation and background erosion ForegroundDilationAndBackgroundErosion(pBgdParam); } WELSVP_NAMESPACE_END