From 40f52fbf03f91b5e0299867c6893f2116da5d55e Mon Sep 17 00:00:00 2001 From: lhark Date: Tue, 7 Jun 2016 12:56:04 +0200 Subject: [PATCH] Fix recursive stabilisation --- src/papillon.cpp | 62 +++++++++++++++++++++++++++++------------------- 1 file changed, 38 insertions(+), 24 deletions(-) diff --git a/src/papillon.cpp b/src/papillon.cpp index 7604a15..719f298 100644 --- a/src/papillon.cpp +++ b/src/papillon.cpp @@ -17,7 +17,7 @@ class Traite_image { const static int THRESHOLD_DETECT_SENSITIVITY = 10; const static int BLUR_SIZE = 5; const static int THRESHOLD_MOV = 5; - constexpr static float MOVEMENT_THRES = 0.1; + constexpr static float MOVEMENT_THRES = 0.05; constexpr static float FLOW_MIN_QUAL = 0.01; const static int FLOW_MIN_DIST = 20; @@ -80,10 +80,12 @@ class Traite_image { } Mat next_stab; - stabiliseImg(prev, next, next_stab); + trackFeatures(prev, next); + stabiliseImg(next, next_stab); trackingOptFlow(prev, next_stab, next_stab); Mat next_stab2; - stabiliseImg(prev, next, next_stab2); + trackFeatures(prev, next); + stabiliseImg(next, next_stab2); trackingOptFlow(prev, next_stab2, output); //searchForMovementOptFlow(prev_cropped, next_stab_cropped, output); @@ -98,23 +100,14 @@ class Traite_image { prev = next.clone(); } - //int to string helper function - string intToString(int number){ - //this function has a number input and string output - std::stringstream ss; - ss << number; - return ss.str(); - } - - void stabiliseImg(Mat prev, Mat cur, Mat &output){ + void trackFeatures(Mat prev, Mat cur) { Mat cur_grey, prev_grey; cvtColor(cur, cur_grey, COLOR_BGR2GRAY); cvtColor(prev, prev_grey, COLOR_BGR2GRAY); // vector from prev to cur vector prev_corner, cur_corner; - vector prev_corner2, cur_corner2; vector status; vector err; @@ -122,15 +115,18 @@ class Traite_image { calcOpticalFlowPyrLK(prev_grey, cur_grey, prev_corner, cur_corner, status, err); // weed out bad matches - prev_ftr.clear(); - cur_ftr.clear(); + prev_ftr.resize(0); + cur_ftr.resize(0); for(size_t i=0; i < status.size(); i++) { if(status[i]) { prev_ftr.push_back(prev_corner[i]); cur_ftr.push_back(cur_corner[i]); } } + } + + void stabiliseImg(Mat cur, Mat &output){ T = estimateRigidTransform(prev_ftr, cur_ftr, true); // false = rigid transform, no scaling/shearing if(T.data == NULL) @@ -145,9 +141,11 @@ class Traite_image { cur2.copyTo(output); } + void warpPoints(vector p, vector &p_warp, Mat T, bool invert=false) { + Mat H; if(invert) - invertAffineTransform(T, T); + invertAffineTransform(T, H); p_warp.clear(); for(size_t i=0; i < p.size(); ++i) { @@ -157,29 +155,34 @@ class Traite_image { src.at(1,0)=p[i].y; src.at(2,0)=1.0; - Mat dst = T*src; //USE MATRIX ALGEBRA + Mat dst = H*src; //USE MATRIX ALGEBRA p_warp.push_back(Point2f(dst.at(0,0),dst.at(1,0))); } } + void trackingOptFlow(Mat prev, Mat cur, Mat &output) { cur.copyTo(output); vector cur_ftr_stab; - Mat T = estimateRigidTransform(prev_ftr, cur_ftr, true); // false = rigid transform, no scaling/shearing - if(T.data == NULL) - last_T.copyTo(T); - else - T.copyTo(last_T); + //T = estimateRigidTransform(prev_ftr, cur_ftr, true); // false = rigid transform, no scaling/shearing + //if(T.data == NULL) + // last_T.copyTo(T); + //else + // T.copyTo(last_T); warpPoints(cur_ftr, cur_ftr_stab, T, true); vector objects; + vector flow_norm; for(size_t i=0; i < prev_ftr.size(); ++i) { - float flow_norm = norm(prev_ftr[i] - cur_ftr_stab[i]) / prev.size().height; + flow_norm.push_back(norm(prev_ftr[i] - cur_ftr_stab[i]) / prev.size().height); line(output, prev_ftr[i], cur_ftr[i], Scalar(200,0,0),1); line(output, prev_ftr[i], cur_ftr_stab[i], Scalar(0,200,0),1); - if(flow_norm > MOVEMENT_THRES) { + } + + for(size_t i=0; i < flow_norm.size(); ++i) { + if(flow_norm[i] > MOVEMENT_THRES) { objects.push_back(cur_ftr_stab[i]); prev_ftr.erase(prev_ftr.begin() + i); cur_ftr.erase(cur_ftr.begin() + i); @@ -191,6 +194,7 @@ class Traite_image { } } + inline bool isFlowCorrect(Point2f u) { return !cvIsNaN(u.x) && !cvIsNaN(u.y) && fabs(u.x) < 1e9 && fabs(u.y) < 1e9; @@ -215,6 +219,16 @@ class Traite_image { pub_cmd.publish(twist); } + + + //int to string helper function + string intToString(int number){ + + //this function has a number input and string output + std::stringstream ss; + ss << number; + return ss.str(); + } };