#include #include #include "seam_finders.hpp" #include "util.hpp" using namespace std; using namespace cv; Ptr SeamFinder::createDefault(int type) { if (type == NO) return new NoSeamFinder(); if (type == VORONOI) return new VoronoiSeamFinder(); if (type == GRAPH_CUT) return new GraphCutSeamFinder(); CV_Error(CV_StsBadArg, "unsupported seam finding method"); return NULL; } void SeamFinder::operator ()(const vector &src, const vector &corners, vector &masks) { find(src, corners, masks); } void PairwiseSeamFinder::find(const vector &src, const vector &corners, vector &masks) { if (src.size() == 0) return; for (size_t i = 0; i < src.size() - 1; ++i) { for (size_t j = i + 1; j < src.size(); ++j) { int x_min = max(corners[i].x, corners[j].x); int x_max = min(corners[i].x + src[i].cols - 1, corners[j].x + src[j].cols - 1); int y_min = max(corners[i].y, corners[j].y); int y_max = min(corners[i].y + src[i].rows - 1, corners[j].y + src[j].rows - 1); if (x_max >= x_min && y_max >= y_min) findInPair(src[i], src[j], corners[i], corners[j], Rect(x_min, y_min, x_max - x_min + 1, y_max - y_min + 1), masks[i], masks[j]); } } } void VoronoiSeamFinder::findInPair(const Mat &img1, const Mat &img2, Point tl1, Point tl2, Rect roi, Mat &mask1, Mat &mask2) { const int gap = 10; Mat submask1(roi.height + 2 * gap, roi.width + 2 * gap, CV_8U); Mat submask2(roi.height + 2 * gap, roi.width + 2 * gap, CV_8U); // Cut submasks with some gap for (int y = -gap; y < roi.height + gap; ++y) { for (int x = -gap; x < roi.width + gap; ++x) { int y1 = roi.y - tl1.y + y; int x1 = roi.x - tl1.x + x; if (y1 >= 0 && x1 >= 0 && y1 < img1.rows && x1 < img1.cols) submask1.at(y + gap, x + gap) = mask1.at(y1, x1); else submask1.at(y + gap, x + gap) = 0; int y2 = roi.y - tl2.y + y; int x2 = roi.x - tl2.x + x; if (y2 >= 0 && x2 >= 0 && y2 < img2.rows && x2 < img2.cols) submask2.at(y + gap, x + gap) = mask2.at(y2, x2); else submask2.at(y + gap, x + gap) = 0; } } Mat collision = (submask1 != 0) & (submask2 != 0); Mat unique1 = submask1.clone(); unique1.setTo(0, collision); Mat unique2 = submask2.clone(); unique2.setTo(0, collision); Mat dist1, dist2; distanceTransform(unique1 == 0, dist1, CV_DIST_L1, 3); distanceTransform(unique2 == 0, dist2, CV_DIST_L1, 3); Mat seam = dist1 < dist2; for (int y = 0; y < roi.height; ++y) { for (int x = 0; x < roi.width; ++x) { if (seam.at(y + gap, x + gap)) mask2.at(roi.y - tl2.y + y, roi.x - tl2.x + x) = 0; else mask1.at(roi.y - tl1.y + y, roi.x - tl1.x + x) = 0; } } } class GraphCutSeamFinder::Impl { public: Impl(int cost_type, float terminal_cost, float bad_region_penalty) : cost_type_(cost_type), terminal_cost_(terminal_cost), bad_region_penalty_(bad_region_penalty) {} void findInPair(const Mat &img1, const Mat &img2, Point tl1, Point tl2, Rect roi, Mat &mask1, Mat &mask2); private: void setGraphWeightsColor(const Mat &img1, const Mat &img2, const Mat &mask1, const Mat &mask2, GCGraph &graph); int cost_type_; float terminal_cost_; float bad_region_penalty_; }; void GraphCutSeamFinder::Impl::setGraphWeightsColor(const Mat &img1, const Mat &img2, const Mat &mask1, const Mat &mask2, GCGraph &graph) { const Size img_size = img1.size(); // Set terminal weights for (int y = 0; y < img_size.height; ++y) { for (int x = 0; x < img_size.width; ++x) { int v = graph.addVtx(); graph.addTermWeights(v, mask1.at(y, x) ? terminal_cost_ : 0.f, mask2.at(y, x) ? terminal_cost_ : 0.f); } } const float weight_eps = 1e-3f; // Set regular edge weights for (int y = 0; y < img_size.height; ++y) { for (int x = 0; x < img_size.width; ++x) { int v = y * img_size.width + x; if (x < img_size.width - 1) { float weight = normL2(img1.at(y, x), img2.at(y, x)) + normL2(img1.at(y, x + 1), img2.at(y, x + 1)) + weight_eps; if (!mask1.at(y, x) || !mask1.at(y, x + 1) || !mask2.at(y, x) || !mask2.at(y, x + 1)) weight += bad_region_penalty_; graph.addEdges(v, v + 1, weight, weight); } if (y < img_size.height - 1) { float weight = normL2(img1.at(y, x), img2.at(y, x)) + normL2(img1.at(y + 1, x), img2.at(y + 1, x)) + weight_eps; if (!mask1.at(y, x) || !mask1.at(y + 1, x) || !mask2.at(y, x) || !mask2.at(y + 1, x)) weight += bad_region_penalty_; graph.addEdges(v, v + img_size.width, weight, weight); } } } } void GraphCutSeamFinder::Impl::findInPair(const Mat &img1, const Mat &img2, Point tl1, Point tl2, Rect roi, Mat &mask1, Mat &mask2) { const int gap = 10; Mat subimg1(roi.height + 2 * gap, roi.width + 2 * gap, CV_32FC3); Mat subimg2(roi.height + 2 * gap, roi.width + 2 * gap, CV_32FC3); Mat submask1(roi.height + 2 * gap, roi.width + 2 * gap, CV_8U); Mat submask2(roi.height + 2 * gap, roi.width + 2 * gap, CV_8U); // Cut subimages and submasks with some gap for (int y = -gap; y < roi.height + gap; ++y) { for (int x = -gap; x < roi.width + gap; ++x) { int y1 = roi.y - tl1.y + y; int x1 = roi.x - tl1.x + x; if (y1 >= 0 && x1 >= 0 && y1 < img1.rows && x1 < img1.cols) { subimg1.at(y + gap, x + gap) = img1.at(y1, x1); submask1.at(y + gap, x + gap) = mask1.at(y1, x1); } else { subimg1.at(y + gap, x + gap) = Point3f(0, 0, 0); submask1.at(y + gap, x + gap) = 0; } int y2 = roi.y - tl2.y + y; int x2 = roi.x - tl2.x + x; if (y2 >= 0 && x2 >= 0 && y2 < img2.rows && x2 < img2.cols) { subimg2.at(y + gap, x + gap) = img2.at(y2, x2); submask2.at(y + gap, x + gap) = mask2.at(y2, x2); } else { subimg2.at(y + gap, x + gap) = Point3f(0, 0, 0); submask2.at(y + gap, x + gap) = 0; } } } const int vertex_count = (roi.height + 2 * gap) * (roi.width + 2 * gap); const int edge_count = (roi.height - 1 + 2 * gap) * (roi.width + 2 * gap) + (roi.width - 1 + 2 * gap) * (roi.height + 2 * gap); GCGraph graph(vertex_count, edge_count); switch (cost_type_) { case GraphCutSeamFinder::COST_COLOR: setGraphWeightsColor(subimg1, subimg2, submask1, submask2, graph); break; default: CV_Error(CV_StsBadArg, "unsupported pixel similarity measure"); } graph.maxFlow(); for (int y = 0; y < roi.height; ++y) { for (int x = 0; x < roi.width; ++x) { if (graph.inSourceSegment((y + gap) * (roi.width + 2 * gap) + x + gap)) mask2.at(roi.y - tl2.y + y, roi.x - tl2.x + x) = 0; else mask1.at(roi.y - tl1.y + y, roi.x - tl1.x + x) = 0; } } } GraphCutSeamFinder::GraphCutSeamFinder(int cost_type, float terminal_cost, float bad_region_penalty) : impl_(new Impl(cost_type, terminal_cost, bad_region_penalty)) {} void GraphCutSeamFinder::findInPair(const Mat &img1, const Mat &img2, Point tl1, Point tl2, Rect roi, Mat &mask1, Mat &mask2) { impl_->findInPair(img1, img2, tl1, tl2, roi, mask1, mask2); }