【視頻處理】YUV與RGB格式轉(zhuǎn)換

YUV格式具有亮度信息和色彩信息分離的特點(diǎn)，但大多數(shù)圖像處理操作都是基于RGB格式。

因此當(dāng)要對(duì)圖像進(jìn)行后期處理顯示時(shí)，需要把YUV格式轉(zhuǎn)換成RGB格式。

RGB與YUV的變換公式如下： ?

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YUV(256 級(jí)別) 可以從8位 RGB 直接計(jì)算：

Y = 0.299 R + 0.587 G + 0.114 B

U = - 0.1687 R - 0.3313 G + 0.5 B + 128

V = 0.5 R - 0.4187 G - 0.0813 B + 128

反過來，RGB 也可以直接從YUV (256級(jí)別) 計(jì)算:

R = Y + 1.402 (Cr-128)

G = Y - 0.34414 (Cb-128) - 0.71414 (Cr-128)

B = Y + 1.772 (Cb-128)

YUV格式比較多，下面以YV12格式為例，說明YV12格式轉(zhuǎn)化成RGB24格式的方法。

其基本思路是按照RGB與YUV的變換公式進(jìn)行逐像素的計(jì)算，但具體實(shí)現(xiàn)過程中，優(yōu)化方法和技巧影響最終的轉(zhuǎn)換效率。

說明：為了方便查看轉(zhuǎn)換后的結(jié)果，在實(shí)現(xiàn)過程中，是BGR24格式代替RGB24格式，其轉(zhuǎn)換過程是不變。

1.?基本實(shí)現(xiàn)

按照YUV與RGB的變換公式，逐像素訪問Y、U、V分量的值，并轉(zhuǎn)換成RGB。

bool YV12ToBGR24_Native(unsigned char* pYUV,unsigned char* pBGR24,int width,int height) {if (width < 1 || height < 1 || pYUV == NULL || pBGR24 == NULL)return false;const long len = width * height;unsigned char* yData = pYUV;unsigned char* vData = &yData[len];unsigned char* uData = &vData[len >> 2];int bgr[3];int yIdx,uIdx,vIdx,idx;for (int i = 0;i < height;i++){for (int j = 0;j < width;j++){yIdx = i * width + j;vIdx = (i/2) * (width/2) + (j/2);uIdx = vIdx;bgr[0] = (int)(yData[yIdx] + 1.732446 * (uData[vIdx] - 128)); // b分量bgr[1] = (int)(yData[yIdx] - 0.698001 * (uData[uIdx] - 128) - 0.703125 * (vData[vIdx] - 128)); // g分量bgr[2] = (int)(yData[yIdx] + 1.370705 * (vData[uIdx] - 128)); // r分量for (int k = 0;k < 3;k++){idx = (i * width + j) * 3 + k;if(bgr[k] >= 0 && bgr[k] <= 255)pBGR24[idx] = bgr[k];elsepBGR24[idx] = (bgr[k] < 0)?0:255;}}}return true; }

2.?基于查表法的實(shí)現(xiàn)?

逐一訪問像素，進(jìn)行浮點(diǎn)運(yùn)算，比較耗時(shí)，因而利用空間換時(shí)間思路，以查找表來替代轉(zhuǎn)換過程中的一些計(jì)算。

優(yōu)化過程可參考：http://blog.csdn.net/colorant/article/details/1913162/?

static int Table_fv1[256] = { -180, -179, -177, -176, -174, -173, -172, -170, -169, -167, -166, -165, -163, -162, -160, -159, -158, -156, -155, -153, -152, -151, -149, -148, -146, -145, -144, -142, -141, -139, -138, -137, -135, -134, -132, -131, -130, -128, -127, -125, -124, -123, -121, -120, -118, -117, -115, -114, -113, -111, -110, -108, -107, -106, -104, -103, -101, -100, -99, -97, -96, -94, -93, -92, -90, -89, -87, -86, -85, -83, -82, -80, -79, -78, -76, -75, -73, -72, -71, -69, -68, -66, -65, -64,-62, -61, -59, -58, -57, -55, -54, -52, -51, -50, -48, -47, -45, -44, -43, -41, -40, -38, -37, -36, -34, -33, -31, -30, -29, -27, -26, -24, -23, -22, -20, -19, -17, -16, -15, -13, -12, -10, -9, -8, -6, -5, -3, -2, 0, 1, 2, 4, 5, 7, 8, 9, 11, 12, 14, 15, 16, 18, 19, 21, 22, 23, 25, 26, 28, 29, 30, 32, 33, 35, 36, 37, 39, 40, 42, 43, 44, 46, 47, 49, 50, 51, 53, 54, 56, 57, 58, 60, 61, 63, 64, 65, 67, 68, 70, 71, 72, 74, 75, 77, 78, 79, 81, 82, 84, 85, 86, 88, 89, 91, 92, 93, 95, 96, 98, 99, 100, 102, 103, 105, 106, 107, 109, 110, 112, 113, 114, 116, 117, 119, 120, 122, 123, 124, 126, 127, 129, 130, 131, 133, 134, 136, 137, 138, 140, 141, 143, 144, 145, 147, 148, 150, 151, 152, 154, 155, 157, 158, 159, 161, 162, 164, 165, 166, 168, 169, 171, 172, 173, 175, 176, 178 }; static int Table_fv2[256] = { -92, -91, -91, -90, -89, -88, -88, -87, -86, -86, -85, -84, -83, -83, -82, -81, -81, -80, -79, -78, -78, -77, -76, -76, -75, -74, -73, -73, -72, -71, -71, -70, -69, -68, -68, -67, -66, -66, -65, -64, -63, -63, -62, -61, -61, -60, -59, -58, -58, -57, -56, -56, -55, -54, -53, -53, -52, -51, -51, -50, -49, -48, -48, -47, -46, -46, -45, -44, -43, -43, -42, -41, -41, -40, -39, -38, -38, -37, -36, -36, -35, -34, -33, -33, -32, -31, -31, -30, -29, -28, -28, -27, -26, -26, -25, -24, -23, -23, -22, -21, -21, -20, -19, -18, -18, -17, -16, -16, -15, -14, -13, -13, -12, -11, -11, -10, -9, -8, -8, -7, -6, -6, -5, -4, -3, -3, -2, -1, 0, 0, 1, 2, 2, 3, 4, 5, 5, 6, 7, 7, 8, 9, 10, 10, 11, 12, 12, 13, 14, 15, 15, 16, 17, 17, 18, 19, 20, 20, 21, 22, 22, 23, 24, 25, 25, 26, 27, 27, 28, 29, 30, 30, 31, 32, 32, 33, 34, 35, 35, 36, 37, 37, 38, 39, 40, 40, 41, 42, 42, 43, 44, 45, 45, 46, 47, 47, 48, 49, 50, 50, 51, 52, 52, 53, 54, 55, 55, 56, 57, 57, 58, 59, 60, 60, 61, 62, 62, 63, 64, 65, 65, 66, 67, 67, 68, 69, 70, 70, 71, 72, 72, 73, 74, 75, 75, 76, 77, 77, 78, 79, 80, 80, 81, 82, 82, 83, 84, 85, 85, 86, 87, 87, 88, 89, 90, 90 }; static int Table_fu1[256] = { -44, -44, -44, -43, -43, -43, -42, -42, -42, -41, -41, -41, -40, -40, -40, -39, -39, -39, -38, -38, -38, -37, -37, -37, -36, -36, -36, -35, -35, -35, -34, -34, -33, -33, -33, -32, -32, -32, -31, -31, -31, -30, -30, -30, -29, -29, -29, -28, -28, -28, -27, -27, -27, -26, -26, -26, -25, -25, -25, -24, -24, -24, -23, -23, -22, -22, -22, -21, -21, -21, -20, -20, -20, -19, -19, -19, -18, -18, -18, -17, -17, -17, -16, -16, -16, -15, -15, -15, -14, -14, -14, -13, -13, -13, -12, -12, -11, -11, -11, -10, -10, -10, -9, -9, -9, -8, -8, -8, -7, -7, -7, -6, -6, -6, -5, -5, -5, -4, -4, -4, -3, -3, -3, -2, -2, -2, -1, -1, 0, 0, 0, 1, 1, 1, 2, 2, 2, 3, 3, 3, 4, 4, 4, 5, 5, 5, 6, 6, 6, 7, 7, 7, 8, 8, 8, 9, 9, 9, 10, 10, 11, 11, 11, 12, 12, 12, 13, 13, 13, 14, 14, 14, 15, 15, 15, 16, 16, 16, 17, 17, 17, 18, 18, 18, 19, 19, 19, 20, 20, 20, 21, 21, 22, 22, 22, 23, 23, 23, 24, 24, 24, 25, 25, 25, 26, 26, 26, 27, 27, 27, 28, 28, 28, 29, 29, 29, 30, 30, 30, 31, 31, 31, 32, 32, 33, 33, 33, 34, 34, 34, 35, 35, 35, 36, 36, 36, 37, 37, 37, 38, 38, 38, 39, 39, 39, 40, 40, 40, 41, 41, 41, 42, 42, 42, 43, 43 }; static int Table_fu2[256] = { -227, -226, -224, -222, -220, -219, -217, -215, -213, -212, -210, -208, -206, -204, -203, -201, -199, -197, -196, -194, -192, -190, -188, -187, -185, -183, -181, -180, -178, -176, -174, -173, -171, -169, -167, -165, -164, -162, -160, -158, -157, -155, -153, -151, -149, -148, -146, -144, -142, -141, -139, -137, -135, -134, -132, -130, -128, -126, -125, -123, -121, -119, -118, -116, -114, -112, -110, -109, -107, -105, -103, -102, -100, -98, -96, -94, -93, -91, -89, -87, -86, -84, -82, -80, -79, -77, -75, -73, -71, -70, -68, -66, -64, -63, -61, -59, -57, -55, -54, -52, -50, -48, -47, -45, -43, -41, -40, -38, -36, -34, -32, -31, -29, -27, -25, -24, -22, -20, -18, -16, -15, -13, -11, -9, -8, -6, -4, -2, 0, 1, 3, 5, 7, 8, 10, 12, 14, 15, 17, 19, 21, 23, 24, 26, 28, 30, 31, 33, 35, 37, 39, 40, 42, 44, 46, 47, 49, 51, 53, 54, 56, 58, 60, 62, 63, 65, 67, 69, 70, 72, 74, 76, 78, 79, 81, 83, 85, 86, 88, 90, 92, 93, 95, 97, 99, 101, 102, 104, 106, 108, 109, 111, 113, 115, 117, 118, 120, 122, 124, 125, 127, 129, 131, 133, 134, 136, 138, 140, 141, 143, 145, 147, 148, 150, 152, 154, 156, 157, 159, 161, 163, 164, 166, 168, 170, 172, 173, 175, 177, 179, 180, 182, 184, 186, 187, 189, 191, 193, 195, 196, 198, 200, 202, 203, 205, 207, 209, 211, 212, 214, 216, 218, 219, 221, 223, 225 };

bool YV12ToBGR24_Table(unsigned char* pYUV,unsigned char* pBGR24,int width,int height) {if (width < 1 || height < 1 || pYUV == NULL || pBGR24 == NULL)return false;const long len = width * height;unsigned char* yData = pYUV;unsigned char* vData = &yData[len];unsigned char* uData = &vData[len >> 2];int bgr[3];int yIdx,uIdx,vIdx,idx;int rdif,invgdif,bdif;for (int i = 0;i < height;i++){for (int j = 0;j < width;j++){yIdx = i * width + j;vIdx = (i/2) * (width/2) + (j/2);uIdx = vIdx;rdif = Table_fv1[vData[vIdx]];invgdif = Table_fu1[uData[uIdx]] + Table_fv2[vData[vIdx]];bdif = Table_fu2[uData[uIdx]];bgr[0] = yData[yIdx] + bdif; bgr[1] = yData[yIdx] - invgdif;bgr[2] = yData[yIdx] + rdif;for (int k = 0;k < 3;k++){idx = (i * width + j) * 3 + k;if(bgr[k] >= 0 && bgr[k] <= 255)pBGR24[idx] = bgr[k];elsepBGR24[idx] = (bgr[k] < 0)?0:255;}}}return true; }

3.?基于OpenCV的實(shí)現(xiàn)

利用OpenCV提供的轉(zhuǎn)換函數(shù)實(shí)現(xiàn)YUV到RGB的轉(zhuǎn)換，實(shí)現(xiàn)簡(jiǎn)單方便。實(shí)現(xiàn)過程，只需要合理構(gòu)造包含YUV數(shù)據(jù)的Mat，具體實(shí)現(xiàn)方法如下。

bool YV12ToBGR24_OpenCV(unsigned char* pYUV,unsigned char* pBGR24,int width,int height) {if (width < 1 || height < 1 || pYUV == NULL || pBGR24 == NULL)return false;Mat dst(height,width,CV_8UC3,pBGR24);Mat src(height + height/2,width,CV_8UC1,pYUV);cvtColor(src,dst,CV_YUV2BGR_YV12);return true; }

4.?基于FFmpeg的實(shí)現(xiàn)?

利用FFmpeg中swscale實(shí)現(xiàn)YUV到RGB的轉(zhuǎn)換，實(shí)現(xiàn)過程中，需要構(gòu)造AVPicture結(jié)構(gòu)，具體實(shí)現(xiàn)方法如下。

bool YV12ToBGR24_FFmpeg(unsigned char* pYUV,unsigned char* pBGR24,int width,int height) {if (width < 1 || height < 1 || pYUV == NULL || pBGR24 == NULL)return false;//int srcNumBytes,dstNumBytes;//uint8_t *pSrc,*pDst; AVPicture pFrameYUV,pFrameBGR;//pFrameYUV = avpicture_alloc();//srcNumBytes = avpicture_get_size(PIX_FMT_YUV420P,width,height);//pSrc = (uint8_t *)malloc(sizeof(uint8_t) * srcNumBytes);avpicture_fill(&pFrameYUV,pYUV,PIX_FMT_YUV420P,width,height);//U,V互換uint8_t * ptmp=pFrameYUV.data[1];pFrameYUV.data[1]=pFrameYUV.data[2];pFrameYUV.data [2]=ptmp;//pFrameBGR = avcodec_alloc_frame();//dstNumBytes = avpicture_get_size(PIX_FMT_BGR24,width,height);//pDst = (uint8_t *)malloc(sizeof(uint8_t) * dstNumBytes);avpicture_fill(&pFrameBGR,pBGR24,PIX_FMT_BGR24,width,height);struct SwsContext* imgCtx = NULL;imgCtx = sws_getContext(width,height,PIX_FMT_YUV420P,width,height,PIX_FMT_BGR24,SWS_BILINEAR,0,0,0);if (imgCtx != NULL){sws_scale(imgCtx,pFrameYUV.data,pFrameYUV.linesize,0,height,pFrameBGR.data,pFrameBGR.linesize);if(imgCtx){sws_freeContext(imgCtx);imgCtx = NULL;}return true;}else{sws_freeContext(imgCtx);imgCtx = NULL;return false;} }

5.?基于Pinknoise的實(shí)現(xiàn)?

參考資料：http://wss.co.uk/pinknoise/yuv2rgb/

下載上述網(wǎng)站提供的yuv2rgb代碼，利用yuv420_2_rgb888函數(shù)即可實(shí)現(xiàn)YUV到RGB的轉(zhuǎn)換。

bool YV12ToBGR24_Pinknoise(unsigned char* pYUV,unsigned char* pBGR24,int width,int height) {if (width < 1 || height < 1 || pYUV == NULL || pBGR24 == NULL)return false;unsigned char *yData = pYUV;unsigned char *vData = &pYUV[width * height];unsigned char *uData = &vData[width * height >> 2];yuv420_2_rgb888(pBGR24,yData,uData,vData,width,height,width,width>>1,width*3,yuv2rgb565_table,0);return true; }

6.?轉(zhuǎn)換效率分析?

測(cè)試序列：1920*1080

測(cè)試環(huán)境：OpenCV2.4.8, FFmpeg2.0, YUV2RGB v0.03

Method	Time(ms)
YV12ToBGR24_Native	83.7263
YV12ToBGR24_Table	54.2376
YV12ToBGR24_OpenCV	26.0529
YV12ToBGR24_FFmpeg	3.41499
YV12ToBGR24_Pinknoise	14.1215

由上述表格可以看出，基于FFmpeg的格式轉(zhuǎn)換效率最高，利用查找表法可以提高轉(zhuǎn)換效率，但基于查找表法的轉(zhuǎn)換效率有待進(jìn)一步優(yōu)化提升。

后續(xù)應(yīng)關(guān)注于FFmpeg其格式轉(zhuǎn)換的算法實(shí)現(xiàn)，抽取其實(shí)現(xiàn)代碼，使格式轉(zhuǎn)換不依賴于FFmpeg庫(kù)。

參考資料：

https://code.google.com/p/libyuv/

轉(zhuǎn)載于:https://www.cnblogs.com/huty/p/8518516.html

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