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https://github.com/opencv/opencv.git
synced 2025-01-18 14:13:15 +08:00
added INTER_AREA interpolation to ocl::resize
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7703b63cae
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f70d63e4c9
@ -185,6 +185,46 @@ PERF_TEST_P(resizeFixture, resize,
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OCL_PERF_ELSE
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}
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typedef tuple<Size, MatType, double> resizeAreaParams;
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typedef TestBaseWithParam<resizeAreaParams> resizeAreaFixture;
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PERF_TEST_P(resizeAreaFixture, resize,
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::testing::Combine(OCL_TYPICAL_MAT_SIZES,
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OCL_PERF_ENUM(CV_8UC1, CV_8UC4, CV_32FC1, CV_32FC4),
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::testing::Values(0.6, 0.3)))
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{
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const resizeAreaParams params = GetParam();
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const Size srcSize = get<0>(params);
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const int type = get<1>(params);
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double scale = get<2>(params);
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const Size dstSize(cvRound(srcSize.width * scale), cvRound(srcSize.height * scale));
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checkDeviceMaxMemoryAllocSize(srcSize, type);
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Mat src(srcSize, type), dst;
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dst.create(dstSize, type);
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declare.in(src, WARMUP_RNG).out(dst);
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if (RUN_OCL_IMPL)
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{
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ocl::oclMat oclSrc(src), oclDst(dstSize, type);
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OCL_TEST_CYCLE() cv::ocl::resize(oclSrc, oclDst, Size(), scale, scale, cv::INTER_AREA);
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oclDst.download(dst);
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SANITY_CHECK(dst, 1 + DBL_EPSILON);
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}
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else if (RUN_PLAIN_IMPL)
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{
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TEST_CYCLE() cv::resize(src, dst, Size(), scale, scale, cv::INTER_AREA);
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SANITY_CHECK(dst, 1 + DBL_EPSILON);
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}
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else
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OCL_PERF_ELSE
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}
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///////////// remap////////////////////////
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CV_ENUM(RemapInterType, INTER_NEAREST, INTER_LINEAR)
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@ -280,9 +280,47 @@ namespace cv
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////////////////////////////////////////////////////////////////////////////////////////////
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// resize
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static void resize_gpu( const oclMat &src, oclMat &dst, double fx, double fy, int interpolation)
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static void computeResizeAreaTabs(int ssize, int dsize, double scale, int * const map_tab,
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float * const alpha_tab, int * const ofs_tab)
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{
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float ifx = 1.f / fx, ify = 1.f / fy;
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int k = 0, dx = 0;
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for ( ; dx < dsize; dx++)
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{
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ofs_tab[dx] = k;
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double fsx1 = dx * scale;
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double fsx2 = fsx1 + scale;
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double cellWidth = std::min(scale, ssize - fsx1);
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int sx1 = cvCeil(fsx1), sx2 = cvFloor(fsx2);
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sx2 = std::min(sx2, ssize - 1);
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sx1 = std::min(sx1, sx2);
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if (sx1 - fsx1 > 1e-3)
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{
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map_tab[k] = sx1 - 1;
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alpha_tab[k++] = (float)((sx1 - fsx1) / cellWidth);
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}
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for (int sx = sx1; sx < sx2; sx++)
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{
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map_tab[k] = sx;
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alpha_tab[k++] = float(1.0 / cellWidth);
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}
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if (fsx2 - sx2 > 1e-3)
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{
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map_tab[k] = sx2;
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alpha_tab[k++] = (float)(std::min(std::min(fsx2 - sx2, 1.), cellWidth) / cellWidth);
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}
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}
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ofs_tab[dx] = k;
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}
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static void resize_gpu( const oclMat &src, oclMat &dst, double ifx, double ify, int interpolation)
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{
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float ifxf = (float)ifx, ifyf = (float)ify;
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int src_step = src.step / src.elemSize(), src_offset = src.offset / src.elemSize();
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int dst_step = dst.step / dst.elemSize(), dst_offset = dst.offset / dst.elemSize();
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int ocn = interpolation == INTER_LINEAR ? dst.oclchannels() : -1;
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@ -291,11 +329,19 @@ namespace cv
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const char * const interMap[] = { "NN", "LN", "CUBIC", "AREA", "LAN4" };
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std::string kernelName = std::string("resize") + interMap[interpolation];
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const char * const typeMap[] = { "uchar", "uchar", "ushort", "ushort", "int", "int", "double" };
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const char * const typeMap[] = { "uchar", "char", "ushort", "short", "int", "float", "double" };
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const char * const channelMap[] = { "" , "", "2", "4", "4" };
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std::string buildOption = format("-D %s -D T=%s%s", interMap[interpolation], typeMap[dst.depth()], channelMap[dst.oclchannels()]);
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//TODO: improve this kernel
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int wdepth = std::max(src.depth(), CV_32F);
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if (interpolation != INTER_NEAREST)
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{
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buildOption += format(" -D WT=%s -D WTV=%s%s -D convertToWTV=convert_%s%s -D convertToT=convert_%s%s%s",
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typeMap[wdepth], typeMap[wdepth], channelMap[dst.oclchannels()],
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typeMap[wdepth], channelMap[dst.oclchannels()],
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typeMap[src.depth()], channelMap[dst.oclchannels()], src.depth() <= CV_32S ? "_sat_rte" : "");
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}
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size_t blkSizeX = 16, blkSizeY = 16;
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size_t glbSizeX;
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if (src.type() == CV_8UC1 && interpolation == INTER_LINEAR)
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@ -306,6 +352,28 @@ namespace cv
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else
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glbSizeX = dst.cols;
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static oclMat alphaOcl, mapOcl, tabofsOcl;
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if (interpolation == INTER_AREA)
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{
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Size ssize = src.size(), dsize = dst.size();
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int xytab_size = (ssize.width + ssize.height) << 1;
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int tabofs_size = dsize.height + dsize.width + 2;
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AutoBuffer<int> _xymap_tab(xytab_size), _xyofs_tab(tabofs_size);
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AutoBuffer<float> _xyalpha_tab(xytab_size);
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int * xmap_tab = _xymap_tab, * ymap_tab = _xymap_tab + (ssize.width << 1);
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float * xalpha_tab = _xyalpha_tab, * yalpha_tab = _xyalpha_tab + (ssize.width << 1);
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int * xofs_tab = _xyofs_tab, * yofs_tab = _xyofs_tab + dsize.width + 1;
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computeResizeAreaTabs(ssize.width, dsize.width, ifx, xmap_tab, xalpha_tab, xofs_tab);
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computeResizeAreaTabs(ssize.height, dsize.height, ify, ymap_tab, yalpha_tab, yofs_tab);
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// loading precomputed arrays to GPU
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alphaOcl = oclMat(1, xytab_size, CV_32FC1, (void *)_xyalpha_tab);
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mapOcl = oclMat(1, xytab_size, CV_32SC1, (void *)_xymap_tab);
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tabofsOcl = oclMat(1, tabofs_size, CV_32SC1, (void *)_xyofs_tab);
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}
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size_t globalThreads[3] = { glbSizeX, dst.rows, 1 };
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size_t localThreads[3] = { blkSizeX, blkSizeY, 1 };
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@ -320,8 +388,24 @@ namespace cv
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args.push_back( make_pair(sizeof(cl_int), (void *)&src.rows));
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args.push_back( make_pair(sizeof(cl_int), (void *)&dst.cols));
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args.push_back( make_pair(sizeof(cl_int), (void *)&dst.rows));
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args.push_back( make_pair(sizeof(cl_float), (void *)&ifx));
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args.push_back( make_pair(sizeof(cl_float), (void *)&ify));
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if (wdepth == CV_64F)
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{
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args.push_back( make_pair(sizeof(cl_double), (void *)&ifx));
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args.push_back( make_pair(sizeof(cl_double), (void *)&ify));
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}
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else
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{
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args.push_back( make_pair(sizeof(cl_float), (void *)&ifxf));
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args.push_back( make_pair(sizeof(cl_float), (void *)&ifyf));
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}
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if (interpolation == INTER_AREA)
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{
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args.push_back( make_pair(sizeof(cl_mem), (void *)&tabofsOcl.data));
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args.push_back( make_pair(sizeof(cl_mem), (void *)&mapOcl.data));
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args.push_back( make_pair(sizeof(cl_mem), (void *)&alphaOcl.data));
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}
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openCLExecuteKernel(src.clCxt, &imgproc_resize, kernelName, globalThreads, localThreads, args,
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ocn, depth, buildOption.c_str());
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@ -329,9 +413,14 @@ namespace cv
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void resize(const oclMat &src, oclMat &dst, Size dsize, double fx, double fy, int interpolation)
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{
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if (!src.clCxt->supportsFeature(FEATURE_CL_DOUBLE) && src.depth() == CV_64F)
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{
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CV_Error(CV_OpenCLDoubleNotSupported, "Selected device does not support double");
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return;
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}
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CV_Assert(src.type() == CV_8UC1 || src.type() == CV_8UC3 || src.type() == CV_8UC4
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|| src.type() == CV_32FC1 || src.type() == CV_32FC3 || src.type() == CV_32FC4);
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CV_Assert(interpolation == INTER_LINEAR || interpolation == INTER_NEAREST);
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CV_Assert(dsize.area() > 0 || (fx > 0 && fy > 0));
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if (dsize.area() == 0)
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@ -345,9 +434,13 @@ namespace cv
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fy = (double)dsize.height / src.rows;
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}
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double inv_fy = 1 / fy, inv_fx = 1 / fx;
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CV_Assert(interpolation == INTER_LINEAR || interpolation == INTER_NEAREST ||
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(interpolation == INTER_AREA && inv_fx >= 1 && inv_fy >= 1));
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dst.create(dsize, src.type());
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resize_gpu( src, dst, fx, fy, interpolation);
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resize_gpu( src, dst, inv_fx, inv_fy, interpolation);
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}
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////////////////////////////////////////////////////////////////////////
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@ -296,7 +296,7 @@ __kernel void resizeLN_C4_D5(__global float4 * dst, __global float4 * src,
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#elif defined NN
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__kernel void resizeNN(__global T * dst, __global T * src,
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int dst_offset, int src_offset,int dst_step, int src_step,
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int dst_offset, int src_offset, int dst_step, int src_step,
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int src_cols, int src_rows, int dst_cols, int dst_rows, float ifx, float ify)
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{
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int dx = get_global_id(0);
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@ -315,4 +315,52 @@ __kernel void resizeNN(__global T * dst, __global T * src,
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}
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}
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#elif AREA
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__kernel void resizeAREA(__global T * dst, __global T * src,
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int dst_offset, int src_offset, int dst_step, int src_step,
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int src_cols, int src_rows, int dst_cols, int dst_rows, WT ifx, WT ify,
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__global const int * ofs_tab, __global const int * map_tab,
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__global const float * alpha_tab)
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{
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int dx = get_global_id(0);
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int dy = get_global_id(1);
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if (dx < dst_cols && dy < dst_rows)
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{
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int dst_index = mad24(dy, dst_step, dst_offset + dx);
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__global const int * xmap_tab = map_tab;
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__global const int * ymap_tab = (__global const int *)(map_tab + (src_cols << 1));
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__global const float * xalpha_tab = alpha_tab;
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__global const float * yalpha_tab = (__global const float *)(alpha_tab + (src_cols << 1));
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__global const int * xofs_tab = ofs_tab;
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__global const int * yofs_tab = (__global const int *)(ofs_tab + dst_cols + 1);
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int xk0 = xofs_tab[dx], xk1 = xofs_tab[dx + 1];
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int yk0 = yofs_tab[dy], yk1 = yofs_tab[dy + 1];
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int sy0 = ymap_tab[yk0], sy1 = ymap_tab[yk1 - 1];
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int sx0 = xmap_tab[xk0], sx1 = xmap_tab[xk1 - 1];
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WTV sum = (WTV)(0), buf;
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int src_index = mad24(sy0, src_step, src_offset);
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for (int sy = sy0, yk = yk0; sy <= sy1; ++sy, src_index += src_step, ++yk)
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{
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WTV beta = (WTV)(yalpha_tab[yk]);
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buf = (WTV)(0);
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for (int sx = sx0, xk = xk0; sx <= sx1; ++sx, ++xk)
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{
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WTV alpha = (WTV)(xalpha_tab[xk]);
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buf += convertToWTV(src[src_index + sx]) * alpha;
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}
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sum += buf * beta;
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}
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dst[dst_index] = convertToT(sum);
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}
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}
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#endif
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@ -398,10 +398,7 @@ PARAM_TEST_CASE(Resize, MatType, double, double, Interpolation, bool)
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dstRoiSize.height = cvRound(srcRoiSize.height * fy);
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if (dstRoiSize.area() == 0)
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{
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random_roi();
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return;
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}
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return random_roi();
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Border srcBorder = randomBorder(0, useRoi ? MAX_VALUE : 0);
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randomSubMat(src, src_roi, srcRoiSize, srcBorder, type, -MAX_VALUE, MAX_VALUE);
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@ -480,11 +477,18 @@ INSTANTIATE_TEST_CASE_P(ImgprocWarp, Remap_INTER_NEAREST, Combine(
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(Border)BORDER_REFLECT_101),
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Bool()));
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INSTANTIATE_TEST_CASE_P(ImgprocWarp, Resize, Combine(
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Values(CV_8UC1, CV_8UC3, CV_8UC4, CV_32FC1, CV_32FC3, CV_32FC4),
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Values(0.5, 1.5, 2.0),
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Values(0.5, 1.5, 2.0),
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INSTANTIATE_TEST_CASE_P(ImgprocWarpResize, Resize, Combine(
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Values((MatType)CV_8UC1, CV_8UC3, CV_8UC4, CV_32FC1, CV_32FC3, CV_32FC4),
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Values(0.7, 0.4, 2.0),
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Values(0.3, 0.6, 2.0),
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Values((Interpolation)INTER_NEAREST, (Interpolation)INTER_LINEAR),
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Bool()));
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INSTANTIATE_TEST_CASE_P(ImgprocWarpResizeArea, Resize, Combine(
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Values((MatType)CV_8UC1, CV_8UC3, CV_8UC4, CV_32FC1, CV_32FC3, CV_32FC4),
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Values(0.7, 0.4, 0.5),
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Values(0.3, 0.6, 0.5),
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Values((Interpolation)INTER_AREA),
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Bool()));
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#endif // HAVE_OPENCL
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@ -262,7 +262,7 @@ CV_ENUM(NormCode, NORM_INF, NORM_L1, NORM_L2, NORM_TYPE_MASK, NORM_RELATIVE, NOR
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CV_ENUM(ReduceOp, CV_REDUCE_SUM, CV_REDUCE_AVG, CV_REDUCE_MAX, CV_REDUCE_MIN)
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CV_ENUM(MorphOp, MORPH_OPEN, MORPH_CLOSE, MORPH_GRADIENT, MORPH_TOPHAT, MORPH_BLACKHAT)
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CV_ENUM(ThreshOp, THRESH_BINARY, THRESH_BINARY_INV, THRESH_TRUNC, THRESH_TOZERO, THRESH_TOZERO_INV)
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CV_ENUM(Interpolation, INTER_NEAREST, INTER_LINEAR, INTER_CUBIC)
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CV_ENUM(Interpolation, INTER_NEAREST, INTER_LINEAR, INTER_CUBIC, INTER_AREA)
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CV_ENUM(Border, BORDER_REFLECT101, BORDER_REPLICATE, BORDER_CONSTANT, BORDER_REFLECT, BORDER_WRAP)
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CV_ENUM(TemplateMethod, TM_SQDIFF, TM_SQDIFF_NORMED, TM_CCORR, TM_CCORR_NORMED, TM_CCOEFF, TM_CCOEFF_NORMED)
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