visualOdometry.cpp

Go to the documentation of this file.

#include <math.h>
#include <stdio.h>
#include <stdlib.h>
#include <ros/ros.h>

#include <nav_msgs/Odometry.h>
#include <sensor_msgs/Imu.h>

#include <tf/transform_datatypes.h>
#include <tf/transform_listener.h>
#include <tf/transform_broadcaster.h>

#include "cameraParameters.h"
#include "pointDefinition.h"

const double PI = 3.1415926;

pcl::PointCloud<ImagePoint>::Ptr imagePointsCur(new pcl::PointCloud<ImagePoint>());
pcl::PointCloud<ImagePoint>::Ptr imagePointsLast(new pcl::PointCloud<ImagePoint>());
pcl::PointCloud<ImagePoint>::Ptr startPointsCur(new pcl::PointCloud<ImagePoint>());
pcl::PointCloud<ImagePoint>::Ptr startPointsLast(new pcl::PointCloud<ImagePoint>());
pcl::PointCloud<pcl::PointXYZHSV>::Ptr startTransCur(new pcl::PointCloud<pcl::PointXYZHSV>());
pcl::PointCloud<pcl::PointXYZHSV>::Ptr startTransLast(new pcl::PointCloud<pcl::PointXYZHSV>());
pcl::PointCloud<pcl::PointXYZHSV>::Ptr ipRelations(new pcl::PointCloud<pcl::PointXYZHSV>());
pcl::PointCloud<pcl::PointXYZHSV>::Ptr ipRelations2(new pcl::PointCloud<pcl::PointXYZHSV>());
pcl::PointCloud<pcl::PointXYZ>::Ptr imagePointsProj(new pcl::PointCloud<pcl::PointXYZ>());
pcl::PointCloud<DepthPoint>::Ptr depthPointsCur(new pcl::PointCloud<DepthPoint>());
pcl::PointCloud<DepthPoint>::Ptr depthPointsLast(new pcl::PointCloud<DepthPoint>());
pcl::PointCloud<DepthPoint>::Ptr depthPointsSend(new pcl::PointCloud<DepthPoint>());

std::vector<int> ipInd;
std::vector<float> ipy2;

std::vector<float>* ipDepthCur = new std::vector<float>();
std::vector<float>* ipDepthLast = new std::vector<float>();

double imagePointsCurTime;
double imagePointsLastTime;

int imagePointsCurNum = 0;
int imagePointsLastNum = 0;

int depthPointsCurNum = 0;
int depthPointsLastNum = 0;

pcl::PointCloud<pcl::PointXYZI>::Ptr depthCloud(new pcl::PointCloud<pcl::PointXYZI>());
pcl::KdTreeFLANN<pcl::PointXYZI>::Ptr kdTree(new pcl::KdTreeFLANN<pcl::PointXYZI>());

double depthCloudTime;
int depthCloudNum = 0;

std::vector<int> pointSearchInd;
std::vector<float> pointSearchSqrDis;

double transformSum[6] = {0};
double angleSum[3] = {0};

int imuPointerFront = 0;
int imuPointerLast = -1;
const int imuQueLength = 200;
bool imuInited = false;

double imuRollCur = 0, imuPitchCur = 0, imuYawCur = 0;
double imuRollLast = 0, imuPitchLast = 0, imuYawLast = 0;

double imuYawInit = 0;
double imuTime[imuQueLength] = {0};
double imuRoll[imuQueLength] = {0};
double imuPitch[imuQueLength] = {0};
double imuYaw[imuQueLength] = {0};

ros::Publisher *voDataPubPointer = NULL;
tf::TransformBroadcaster *tfBroadcasterPointer = NULL;
ros::Publisher *depthPointsPubPointer = NULL;
ros::Publisher *imagePointsProjPubPointer = NULL;
ros::Publisher *imageShowPubPointer;

const int showDSRate = 2;

void accumulateRotation(double cx, double cy, double cz, double lx, double ly, double lz, 
                        double &ox, double &oy, double &oz)
{
  double srx = cos(lx)*cos(cx)*sin(ly)*sin(cz) - cos(cx)*cos(cz)*sin(lx) - cos(lx)*cos(ly)*sin(cx);
  ox = -asin(srx);

  double srycrx = sin(lx)*(cos(cy)*sin(cz) - cos(cz)*sin(cx)*sin(cy)) + cos(lx)*sin(ly)*(cos(cy)*cos(cz) 
                + sin(cx)*sin(cy)*sin(cz)) + cos(lx)*cos(ly)*cos(cx)*sin(cy);
  double crycrx = cos(lx)*cos(ly)*cos(cx)*cos(cy) - cos(lx)*sin(ly)*(cos(cz)*sin(cy) 
                - cos(cy)*sin(cx)*sin(cz)) - sin(lx)*(sin(cy)*sin(cz) + cos(cy)*cos(cz)*sin(cx));
  oy = atan2(srycrx / cos(ox), crycrx / cos(ox));

  double srzcrx = sin(cx)*(cos(lz)*sin(ly) - cos(ly)*sin(lx)*sin(lz)) + cos(cx)*sin(cz)*(cos(ly)*cos(lz) 
                + sin(lx)*sin(ly)*sin(lz)) + cos(lx)*cos(cx)*cos(cz)*sin(lz);
  double crzcrx = cos(lx)*cos(lz)*cos(cx)*cos(cz) - cos(cx)*sin(cz)*(cos(ly)*sin(lz) 
                - cos(lz)*sin(lx)*sin(ly)) - sin(cx)*(sin(ly)*sin(lz) + cos(ly)*cos(lz)*sin(lx));
  oz = atan2(srzcrx / cos(ox), crzcrx / cos(ox));
}

void diffRotation(double cx, double cy, double cz, double lx, double ly, double lz, 
                  double &ox, double &oy, double &oz)
{
  double srx = cos(cx)*cos(cy)*(sin(ly)*sin(lz) + cos(ly)*cos(lz)*sin(lx)) 
             - cos(cx)*sin(cy)*(cos(ly)*sin(lz) - cos(lz)*sin(lx)*sin(ly)) - cos(lx)*cos(lz)*sin(cx);
  ox = -asin(srx);

  double srycrx = cos(cx)*sin(cy)*(cos(ly)*cos(lz) + sin(lx)*sin(ly)*sin(lz)) 
                - cos(cx)*cos(cy)*(cos(lz)*sin(ly) - cos(ly)*sin(lx)*sin(lz)) - cos(lx)*sin(cx)*sin(lz);
  double crycrx = sin(cx)*sin(lx) + cos(cx)*cos(cy)*cos(lx)*cos(ly) + cos(cx)*cos(lx)*sin(cy)*sin(ly);
  oy = atan2(srycrx / cos(ox), crycrx / cos(ox));

  double srzcrx = cos(cx)*cos(lx)*cos(lz)*sin(cz) - (cos(cz)*sin(cy) 
                - cos(cy)*sin(cx)*sin(cz))*(sin(ly)*sin(lz) + cos(ly)*cos(lz)*sin(lx)) 
                - (cos(cy)*cos(cz) + sin(cx)*sin(cy)*sin(cz))*(cos(ly)*sin(lz) - cos(lz)*sin(lx)*sin(ly));
  double crzcrx = (sin(cy)*sin(cz) + cos(cy)*cos(cz)*sin(cx))*(sin(ly)*sin(lz) 
                + cos(ly)*cos(lz)*sin(lx)) + (cos(cy)*sin(cz) - cos(cz)*sin(cx)*sin(cy))*(cos(ly)*sin(lz) 
                - cos(lz)*sin(lx)*sin(ly)) + cos(cx)*cos(cz)*cos(lx)*cos(lz);
  oz = atan2(srzcrx / cos(ox), crzcrx / cos(ox));
}

void imagePointsHandler(const sensor_msgs::PointCloud2ConstPtr& imagePoints2)
{
  imagePointsLastTime = imagePointsCurTime;
  imagePointsCurTime = imagePoints2->header.stamp.toSec();

  imuRollLast = imuRollCur;
  imuPitchLast = imuPitchCur;
  imuYawLast = imuYawCur;

  double transform[6] = {0};
  if (imuPointerLast >= 0) {
    while (imuPointerFront != imuPointerLast) {
      if (imagePointsCurTime < imuTime[imuPointerFront]) {
        break;
      }
      imuPointerFront = (imuPointerFront + 1) % imuQueLength;
    }

    if (imagePointsCurTime > imuTime[imuPointerFront]) {
      imuRollCur = imuRoll[imuPointerFront];
      imuPitchCur = imuPitch[imuPointerFront];
      imuYawCur = imuYaw[imuPointerFront];
    } else {
      int imuPointerBack = (imuPointerFront + imuQueLength - 1) % imuQueLength;
      double ratioFront = (imagePointsCurTime - imuTime[imuPointerBack]) 
                        / (imuTime[imuPointerFront] - imuTime[imuPointerBack]);
      double ratioBack = (imuTime[imuPointerFront] - imagePointsCurTime) 
                       / (imuTime[imuPointerFront] - imuTime[imuPointerBack]);

      imuRollCur = imuRoll[imuPointerFront] * ratioFront + imuRoll[imuPointerBack] * ratioBack;
      imuPitchCur = imuPitch[imuPointerFront] * ratioFront + imuPitch[imuPointerBack] * ratioBack;
      if (imuYaw[imuPointerFront] - imuYaw[imuPointerBack] > PI) {
        imuYawCur = imuYaw[imuPointerFront] * ratioFront + (imuYaw[imuPointerBack] + 2 * PI) * ratioBack;
      } else if (imuYaw[imuPointerFront] - imuYaw[imuPointerBack] < -PI) {
        imuYawCur = imuYaw[imuPointerFront] * ratioFront + (imuYaw[imuPointerBack] - 2 * PI) * ratioBack;
      } else {
        imuYawCur = imuYaw[imuPointerFront] * ratioFront + imuYaw[imuPointerBack] * ratioBack;
      }
    }

    if (imuInited) {
      //transform[0] -= imuPitchCur - imuPitchLast;
      //transform[1] -= imuYawCur - imuYawLast;
      //transform[2] -= imuRollCur - imuRollLast;
    }
  }

  pcl::PointCloud<ImagePoint>::Ptr imagePointsTemp = imagePointsLast;
  imagePointsLast = imagePointsCur;
  imagePointsCur = imagePointsTemp;

  imagePointsCur->clear();
  pcl::fromROSMsg(*imagePoints2, *imagePointsCur);

  imagePointsLastNum = imagePointsCurNum;
  imagePointsCurNum = imagePointsCur->points.size();

  pcl::PointCloud<ImagePoint>::Ptr startPointsTemp = startPointsLast;
  startPointsLast = startPointsCur;
  startPointsCur = startPointsTemp;

  pcl::PointCloud<pcl::PointXYZHSV>::Ptr startTransTemp = startTransLast;
  startTransLast = startTransCur;
  startTransCur = startTransTemp;

  std::vector<float>* ipDepthTemp = ipDepthLast;
  ipDepthLast = ipDepthCur;
  ipDepthCur = ipDepthTemp;

  int j = 0;
  pcl::PointXYZI ips;
  pcl::PointXYZHSV ipr;
  ipRelations->clear();
  ipInd.clear();
  for (int i = 0; i < imagePointsLastNum; i++) {
    bool ipFound = false;
    for (; j < imagePointsCurNum; j++) {
      if (imagePointsCur->points[j].ind == imagePointsLast->points[i].ind) {
        ipFound = true;
      }
      if (imagePointsCur->points[j].ind >= imagePointsLast->points[i].ind) {
        break;
      }
    }

    if (ipFound) {
      ipr.x = imagePointsLast->points[i].u;
      ipr.y = imagePointsLast->points[i].v;
      ipr.z = imagePointsCur->points[j].u;
      ipr.h = imagePointsCur->points[j].v;

      ips.x = 10 * ipr.x;
      ips.y = 10 * ipr.y;
      ips.z = 10;
      
      if (depthCloudNum > 10) {
        kdTree->nearestKSearch(ips, 3, pointSearchInd, pointSearchSqrDis);

        double minDepth, maxDepth;
        if (pointSearchSqrDis[0] < 0.5 && pointSearchInd.size() == 3) {
          pcl::PointXYZI depthPoint = depthCloud->points[pointSearchInd[0]];
          double x1 = depthPoint.x * depthPoint.intensity / 10;
          double y1 = depthPoint.y * depthPoint.intensity / 10;
          double z1 = depthPoint.intensity;
          minDepth = z1;
          maxDepth = z1;

          depthPoint = depthCloud->points[pointSearchInd[1]];
          double x2 = depthPoint.x * depthPoint.intensity / 10;
          double y2 = depthPoint.y * depthPoint.intensity / 10;
          double z2 = depthPoint.intensity;
          minDepth = (z2 < minDepth)? z2 : minDepth;
          maxDepth = (z2 > maxDepth)? z2 : maxDepth;

          depthPoint = depthCloud->points[pointSearchInd[2]];
          double x3 = depthPoint.x * depthPoint.intensity / 10;
          double y3 = depthPoint.y * depthPoint.intensity / 10;
          double z3 = depthPoint.intensity;
          minDepth = (z3 < minDepth)? z3 : minDepth;
          maxDepth = (z3 > maxDepth)? z3 : maxDepth;

          double u = ipr.x;
          double v = ipr.y;
          ipr.s = (x1*y2*z3 - x1*y3*z2 - x2*y1*z3 + x2*y3*z1 + x3*y1*z2 - x3*y2*z1) 
                / (x1*y2 - x2*y1 - x1*y3 + x3*y1 + x2*y3 - x3*y2 + u*y1*z2 - u*y2*z1
                - v*x1*z2 + v*x2*z1 - u*y1*z3 + u*y3*z1 + v*x1*z3 - v*x3*z1 + u*y2*z3 
                - u*y3*z2 - v*x2*z3 + v*x3*z2);
          ipr.v = 1;

          if (maxDepth - minDepth > 2) {
            ipr.s = 0;
            ipr.v = 0;
          } else if (ipr.s - maxDepth > 0.2) {
            ipr.s = maxDepth;
          } else if (ipr.s - minDepth < -0.2) {
            ipr.s = minDepth;
          }
        } else {
          ipr.s = 0;
          ipr.v = 0;
        }
      } else {
        ipr.s = 0;
        ipr.v = 0;
      }

      if (fabs(ipr.v) < 0.5) {
        double disX = transformSum[3] - startTransLast->points[i].h;
        double disY = transformSum[4] - startTransLast->points[i].s;
        double disZ = transformSum[5] - startTransLast->points[i].v;

        if (sqrt(disX * disX + disY * disY + disZ * disZ) > 1) {

          double u0 = startPointsLast->points[i].u;
          double v0 = startPointsLast->points[i].v;
          double u1 = ipr.x;
          double v1 = ipr.y;

          double srx0 = sin(-startTransLast->points[i].x);
          double crx0 = cos(-startTransLast->points[i].x);
          double sry0 = sin(-startTransLast->points[i].y);
          double cry0 = cos(-startTransLast->points[i].y);
          double srz0 = sin(-startTransLast->points[i].z);
          double crz0 = cos(-startTransLast->points[i].z);

          double srx1 = sin(-transformSum[0]);
          double crx1 = cos(-transformSum[0]);
          double sry1 = sin(-transformSum[1]);
          double cry1 = cos(-transformSum[1]);
          double srz1 = sin(-transformSum[2]);
          double crz1 = cos(-transformSum[2]);

          double tx0 = -startTransLast->points[i].h;
          double ty0 = -startTransLast->points[i].s;
          double tz0 = -startTransLast->points[i].v;

          double tx1 = -transformSum[3];
          double ty1 = -transformSum[4];
          double tz1 = -transformSum[5];

          double x1 = crz0 * u0 + srz0 * v0;
          double y1 = -srz0 * u0 + crz0 * v0;
          double z1 = 1;

          double x2 = x1;
          double y2 = crx0 * y1 + srx0 * z1;
          double z2 = -srx0 * y1 + crx0 * z1;

          double x3 = cry0 * x2 - sry0 * z2;
          double y3 = y2;
          double z3 = sry0 * x2 + cry0 * z2;

          double x4 = cry1 * x3 + sry1 * z3;
          double y4 = y3;
          double z4 = -sry1 * x3 + cry1 * z3;

          double x5 = x4;
          double y5 = crx1 * y4 - srx1 * z4;
          double z5 = srx1 * y4 + crx1 * z4;

          double x6 = crz1 * x5 - srz1 * y5;
          double y6 = srz1 * x5 + crz1 * y5;
          double z6 = z5;

          u0 = x6 / z6;
          v0 = y6 / z6;

          x1 = cry1 * (tx1 - tx0) + sry1 * (tz1 - tz0);
          y1 = ty1 - ty0;
          z1 = -sry1 * (tx1 - tx0) + cry1 * (tz1 - tz0);

          x2 = x1;
          y2 = crx1 * y1 - srx1 * z1;
          z2 = srx1 * y1 + crx1 * z1;

          double tx = crz1 * x2 - srz1 * y2;
          double ty = srz1 * x2 + crz1 * y2;
          double tz = z2;

          double delta = sqrt((v0 - v1) * (v0 - v1) + (u0 - u1) * (u0 - u1))
                       * cos(atan2(tz * v1 - ty, tz * u1 - tx) - atan2(v0 - v1, u0 - u1));
          double depth = sqrt((tz * u0 - tx) * (tz * u0 - tx) + (tz * v0 - ty) * (tz * v0 - ty)) / delta;

          if (depth > 0.5 && depth < 100) {
            ipr.s = depth;
            ipr.v = 2;
          }
        }

        if (ipr.v == 2) {
          if ((*ipDepthLast)[i] > 0) {
            ipr.s = 3 * ipr.s * (*ipDepthLast)[i] / (ipr.s + 2 * (*ipDepthLast)[i]);
          }
          (*ipDepthLast)[i] = ipr.s;
        } else if ((*ipDepthLast)[i] > 0) {
          ipr.s = (*ipDepthLast)[i];
          ipr.v = 2;
        }
      }

      ipRelations->push_back(ipr);
      ipInd.push_back(imagePointsLast->points[i].ind);
    }
  }

  int iterNum = 150;
  pcl::PointXYZHSV ipr2, ipr3, ipr4;
  int ipRelationsNum = ipRelations->points.size();
  int ptNumNoDepthRec = 0;
  int ptNumWithDepthRec = 0;
  double meanValueWithDepthRec = 100000;
  for (int iterCount = 0; iterCount < iterNum; iterCount++) {
    ipRelations2->clear();
    ipy2.clear();
    int ptNumNoDepth = 0;
    int ptNumWithDepth = 0;
    double meanValueNoDepth = 0;
    double meanValueWithDepth = 0;
    for (int i = 0; i < ipRelationsNum; i++) {
      ipr = ipRelations->points[i];

      double u0 = ipr.x;
      double v0 = ipr.y;
      double u1 = ipr.z;
      double v1 = ipr.h;

      double srx = sin(transform[0]);
      double crx = cos(transform[0]);
      double sry = sin(transform[1]);
      double cry = cos(transform[1]);
      double srz = sin(transform[2]);
      double crz = cos(transform[2]);
      double tx = transform[3];
      double ty = transform[4];
      double tz = transform[5];

      if (fabs(ipr.v) < 0.5) {

        ipr2.x = v0*(crz*srx*(tx - tz*u1) - crx*(ty*u1 - tx*v1) + srz*srx*(ty - tz*v1)) 
               - u0*(sry*srx*(ty*u1 - tx*v1) + crz*sry*crx*(tx - tz*u1) + sry*srz*crx*(ty - tz*v1)) 
               + cry*srx*(ty*u1 - tx*v1) + cry*crz*crx*(tx - tz*u1) + cry*srz*crx*(ty - tz*v1);

        ipr2.y = u0*((tx - tz*u1)*(srz*sry - crz*srx*cry) - (ty - tz*v1)*(crz*sry + srx*srz*cry) 
               + crx*cry*(ty*u1 - tx*v1)) - (tx - tz*u1)*(srz*cry + crz*srx*sry) 
               + (ty - tz*v1)*(crz*cry - srx*srz*sry) + crx*sry*(ty*u1 - tx*v1);

        ipr2.z = -u0*((tx - tz*u1)*(cry*crz - srx*sry*srz) + (ty - tz*v1)*(cry*srz + srx*sry*crz)) 
               - (tx - tz*u1)*(sry*crz + cry*srx*srz) - (ty - tz*v1)*(sry*srz - cry*srx*crz) 
               - v0*(crx*crz*(ty - tz*v1) - crx*srz*(tx - tz*u1));

        ipr2.h = cry*crz*srx - v0*(crx*crz - srx*v1) - u0*(cry*srz + crz*srx*sry + crx*sry*v1) 
               - sry*srz + crx*cry*v1;

        ipr2.s = crz*sry - v0*(crx*srz + srx*u1) + u0*(cry*crz + crx*sry*u1 - srx*sry*srz) 
               - crx*cry*u1 + cry*srx*srz;

        ipr2.v = u1*(sry*srz - cry*crz*srx) - v1*(crz*sry + cry*srx*srz) + u0*(u1*(cry*srz + crz*srx*sry) 
               - v1*(cry*crz - srx*sry*srz)) + v0*(crx*crz*u1 + crx*srz*v1);

        double y2 = (ty - tz*v1)*(crz*sry + cry*srx*srz) - (tx - tz*u1)*(sry*srz - cry*crz*srx) 
                  - v0*(srx*(ty*u1 - tx*v1) + crx*crz*(tx - tz*u1) + crx*srz*(ty - tz*v1)) 
                  + u0*((ty - tz*v1)*(cry*crz - srx*sry*srz) - (tx - tz*u1)*(cry*srz + crz*srx*sry) 
                  + crx*sry*(ty*u1 - tx*v1)) - crx*cry*(ty*u1 - tx*v1);

        if (ptNumNoDepthRec < 50 || iterCount < 25 || fabs(y2) < 2 * meanValueWithDepthRec / 10000) {
          double scale = 100;
          ipr2.x *= scale;
          ipr2.y *= scale;
          ipr2.z *= scale;
          ipr2.h *= scale;
          ipr2.s *= scale;
          ipr2.v *= scale;
          y2 *= scale;

          ipRelations2->push_back(ipr2);
          ipy2.push_back(y2);

          ptNumNoDepth++;
        } else {
          ipRelations->points[i].v = -1;
        }
      } else if (fabs(ipr.v - 1) < 0.5 || fabs(ipr.v - 2) < 0.5) {

        double d0 = ipr.s;

        ipr3.x = d0*(cry*srz*crx + cry*u1*srx) - d0*u0*(sry*srz*crx + sry*u1*srx) 
               - d0*v0*(u1*crx - srz*srx);

        ipr3.y = d0*(crz*cry + crx*u1*sry - srx*srz*sry) - d0*u0*(crz*sry - crx*u1*cry + srx*srz*cry);

        ipr3.z = -d0*(sry*srz - cry*srx*crz) - d0*u0*(cry*srz + srx*sry*crz) - crx*d0*v0*crz;

        ipr3.h = 1;

        ipr3.s = 0;

        ipr3.v = -u1;

        double y3 = tx - tz*u1 + d0*(crz*sry - crx*cry*u1 + cry*srx*srz) - d0*v0*(crx*srz + srx*u1) 
                  + d0*u0*(cry*crz + crx*sry*u1 - srx*sry*srz);

        ipr4.x = d0*(cry*v1*srx - cry*crz*crx) + d0*u0*(crz*sry*crx - sry*v1*srx) 
               - d0*v0*(crz*srx + v1*crx);

        ipr4.y = d0*(srz*cry + crz*srx*sry + crx*v1*sry) + d0*u0*(crz*srx*cry - srz*sry + crx*v1*cry);

        ipr4.z = d0*(sry*crz + cry*srx*srz) + d0*u0*(cry*crz - srx*sry*srz) - crx*d0*v0*srz;

        ipr4.h = 0;

        ipr4.s = 1;

        ipr4.v = -v1;

        double y4 = ty - tz*v1 - d0*(cry*crz*srx - sry*srz + crx*cry*v1) + d0*v0*(crx*crz - srx*v1) 
                  + d0*u0*(cry*srz + crz*srx*sry + crx*sry*v1);

        if (ptNumWithDepthRec < 50 || iterCount < 25 || 
            sqrt(y3 * y3 + y4 * y4) < 2 * meanValueWithDepthRec) {
          ipRelations2->push_back(ipr3);
          ipy2.push_back(y3);

          ipRelations2->push_back(ipr4);
          ipy2.push_back(y4);

          ptNumWithDepth++;
          meanValueWithDepth += sqrt(y3 * y3 + y4 * y4);
        } else {
          ipRelations->points[i].v = -1;
        }
      }
    }
    meanValueWithDepth /= (ptNumWithDepth + 0.01);
    ptNumNoDepthRec = ptNumNoDepth;
    ptNumWithDepthRec = ptNumWithDepth;
    meanValueWithDepthRec = meanValueWithDepth;

    int ipRelations2Num = ipRelations2->points.size();
    if (ipRelations2Num > 10) {
      cv::Mat matA(ipRelations2Num, 6, CV_32F, cv::Scalar::all(0));
      cv::Mat matAt(6, ipRelations2Num, CV_32F, cv::Scalar::all(0));
      cv::Mat matAtA(6, 6, CV_32F, cv::Scalar::all(0));
      cv::Mat matB(ipRelations2Num, 1, CV_32F, cv::Scalar::all(0));
      cv::Mat matAtB(6, 1, CV_32F, cv::Scalar::all(0));
      cv::Mat matX(6, 1, CV_32F, cv::Scalar::all(0));

      for (int i = 0; i < ipRelations2Num; i++) {
        ipr2 = ipRelations2->points[i];

        matA.at<float>(i, 0) = ipr2.x;
        matA.at<float>(i, 1) = ipr2.y;
        matA.at<float>(i, 2) = ipr2.z;
        matA.at<float>(i, 3) = ipr2.h;
        matA.at<float>(i, 4) = ipr2.s;
        matA.at<float>(i, 5) = ipr2.v;
        matB.at<float>(i, 0) = -0.1 * ipy2[i];
      }
      cv::transpose(matA, matAt);
      matAtA = matAt * matA;
      matAtB = matAt * matB;
      cv::solve(matAtA, matAtB, matX, cv::DECOMP_QR);

      //if (fabs(matX.at<float>(0, 0)) < 0.1 && fabs(matX.at<float>(1, 0)) < 0.1 && 
      //    fabs(matX.at<float>(2, 0)) < 0.1) {
        transform[0] += matX.at<float>(0, 0);
        transform[1] += matX.at<float>(1, 0);
        transform[2] += matX.at<float>(2, 0);
        transform[3] += matX.at<float>(3, 0);
        transform[4] += matX.at<float>(4, 0);
        transform[5] += matX.at<float>(5, 0);
      //}

      float deltaR = sqrt(matX.at<float>(0, 0) * 180 / PI * matX.at<float>(0, 0) * 180 / PI
                   + matX.at<float>(1, 0) * 180 / PI * matX.at<float>(1, 0) * 180 / PI
                   + matX.at<float>(2, 0) * 180 / PI * matX.at<float>(2, 0) * 180 / PI);
      float deltaT = sqrt(matX.at<float>(3, 0) * 100 * matX.at<float>(3, 0) * 100
                   + matX.at<float>(4, 0) * 100 * matX.at<float>(4, 0) * 100
                   + matX.at<float>(5, 0) * 100 * matX.at<float>(5, 0) * 100);

      if (deltaR < 0.0001 && deltaT < 0.0001) {
        break;
      }

      //ROS_INFO ("iter: %d, deltaR: %f, deltaT: %f", iterCount, deltaR, deltaT);
    }
  }

  if (!imuInited) {
    imuYawInit = imuYawCur;
    transform[0] -= imuPitchCur;
    transform[2] -= imuRollCur;

    imuInited = true;
  }

  double rx, ry, rz;
  accumulateRotation(transformSum[0], transformSum[1], transformSum[2], 
                    -transform[0], -transform[1], -transform[2], rx, ry, rz);

  if (imuPointerLast >= 0) {
    double drx, dry, drz;
    diffRotation(imuPitchCur, imuYawCur - imuYawInit, imuRollCur, rx, ry, rz, drx, dry, drz);

    transform[0] -= 0.1 * drx;
    /*if (dry > PI) {
      transform[1] -= 0.1 * (dry - 2 * PI);
    } else if (imuYawCur - imuYawInit - ry < -PI) {
      transform[1] -= 0.1 * (dry + 2 * PI);
    } else {
      transform[1] -= 0.1 * dry;
    }*/
    transform[2] -= 0.1 * drz;

    accumulateRotation(transformSum[0], transformSum[1], transformSum[2], 
                      -transform[0], -transform[1], -transform[2], rx, ry, rz);
  }

  double x1 = cos(rz) * transform[3] - sin(rz) * transform[4];
  double y1 = sin(rz) * transform[3] + cos(rz) * transform[4];
  double z1 = transform[5];

  double x2 = x1;
  double y2 = cos(rx + 0.025) * y1 - sin(rx + 0.025) * z1;
  double z2 = sin(rx + 0.025) * y1 + cos(rx + 0.025) * z1;

  double tx = transformSum[3] - (cos(ry) * x2 + sin(ry) * z2);
  double ty = transformSum[4] - y2;
  double tz = transformSum[5] - (-sin(ry) * x2 + cos(ry) * z2);

  transformSum[0] = rx;
  transformSum[1] = ry;
  transformSum[2] = rz;
  transformSum[3] = tx;
  transformSum[4] = ty;
  transformSum[5] = tz;

  pcl::PointXYZHSV spc;
  spc.x = transformSum[0];
  spc.y = transformSum[1];
  spc.z = transformSum[2];
  spc.h = transformSum[3];
  spc.s = transformSum[4];
  spc.v = transformSum[5];

  double crx = cos(transform[0]);
  double srx = sin(transform[0]);
  double cry = cos(transform[1]);
  double sry = sin(transform[1]);

  j = 0;
  for (int i = 0; i < imagePointsCurNum; i++) {
    bool ipFound = false;
    for (; j < imagePointsLastNum; j++) {
      if (imagePointsLast->points[j].ind == imagePointsCur->points[i].ind) {
        ipFound = true;
      }
      if (imagePointsLast->points[j].ind >= imagePointsCur->points[i].ind) {
        break;
      }
    }

    if (ipFound) {
      startPointsCur->push_back(startPointsLast->points[j]);
      startTransCur->push_back(startTransLast->points[j]);

      if ((*ipDepthLast)[j] > 0) {
        double ipz = (*ipDepthLast)[j];
        double ipx = imagePointsLast->points[j].u * ipz;
        double ipy = imagePointsLast->points[j].v * ipz;

        x1 = cry * ipx + sry * ipz;
        y1 = ipy;
        z1 = -sry * ipx + cry * ipz;

        x2 = x1;
        y2 = crx * y1 - srx * z1;
        z2 = srx * y1 + crx * z1;

        ipDepthCur->push_back(z2 + transform[5]);
      } else {
        ipDepthCur->push_back(-1);
      }
    } else {
      startPointsCur->push_back(imagePointsCur->points[i]);
      startTransCur->push_back(spc);
      ipDepthCur->push_back(-1);
    }
  }
  startPointsLast->clear();
  startTransLast->clear();
  ipDepthLast->clear();

  angleSum[0] -= transform[0];
  angleSum[1] -= transform[1];
  angleSum[2] -= transform[2];

  geometry_msgs::Quaternion geoQuat = tf::createQuaternionMsgFromRollPitchYaw(rz, -rx, -ry);

  nav_msgs::Odometry voData;
  voData.header.frame_id = "/camera_init";
  voData.child_frame_id = "/camera";
  voData.header.stamp = imagePoints2->header.stamp;
  voData.pose.pose.orientation.x = -geoQuat.y;
  voData.pose.pose.orientation.y = -geoQuat.z;
  voData.pose.pose.orientation.z = geoQuat.x;
  voData.pose.pose.orientation.w = geoQuat.w;
  voData.pose.pose.position.x = tx;
  voData.pose.pose.position.y = ty;
  voData.pose.pose.position.z = tz;
  voData.twist.twist.angular.x = angleSum[0];
  voData.twist.twist.angular.y = angleSum[1];
  voData.twist.twist.angular.z = angleSum[2];
  voDataPubPointer->publish(voData);

  tf::StampedTransform voTrans;
  voTrans.frame_id_ = "/camera_init";
  voTrans.child_frame_id_ = "/camera";
  voTrans.stamp_ = imagePoints2->header.stamp;
  voTrans.setRotation(tf::Quaternion(-geoQuat.y, -geoQuat.z, geoQuat.x, geoQuat.w));
  voTrans.setOrigin(tf::Vector3(tx, ty, tz));
  tfBroadcasterPointer->sendTransform(voTrans);

  pcl::PointCloud<DepthPoint>::Ptr depthPointsTemp = depthPointsLast;
  depthPointsLast = depthPointsCur;
  depthPointsCur = depthPointsTemp;

  DepthPoint ipd;
  depthPointsCur->clear();

  ipd.u = transformSum[0];
  ipd.v = transformSum[1];
  ipd.depth = transformSum[2];
  ipd.ind = -2;
  depthPointsCur->push_back(ipd);

  ipd.u = transformSum[3];
  ipd.v = transformSum[4];
  ipd.depth = transformSum[5];
  ipd.ind = -1;
  depthPointsCur->push_back(ipd);

  depthPointsLastNum = depthPointsCurNum;
  depthPointsCurNum = 2;

  j = 0;
  pcl::PointXYZ ipp;
  depthPointsSend->clear();
  imagePointsProj->clear();
  for (int i = 0; i < ipRelationsNum; i++) {
    if (fabs(ipRelations->points[i].v - 1) < 0.5 || fabs(ipRelations->points[i].v - 2) < 0.5) {

      ipd.u = ipRelations->points[i].z;
      ipd.v = ipRelations->points[i].h;
      ipd.depth = ipRelations->points[i].s + transform[5];
      ipd.label = ipRelations->points[i].v;
      ipd.ind = ipInd[i];

      depthPointsCur->push_back(ipd);
      depthPointsCurNum++;

      for (; j < depthPointsLastNum; j++) {
        if (depthPointsLast->points[j].ind < ipInd[i]) {
          depthPointsSend->push_back(depthPointsLast->points[j]);
        } else if (depthPointsLast->points[j].ind > ipInd[i]) {
          break;
        }
      }

      ipd.u = ipRelations->points[i].x;
      ipd.v = ipRelations->points[i].y;
      ipd.depth = ipRelations->points[i].s;

      depthPointsSend->push_back(ipd);

      ipp.x = ipRelations->points[i].x * ipRelations->points[i].s;
      ipp.y = ipRelations->points[i].y * ipRelations->points[i].s;
      ipp.z = ipRelations->points[i].s;

      imagePointsProj->push_back(ipp);
    }
  }

  sensor_msgs::PointCloud2 depthPoints2;
  pcl::toROSMsg(*depthPointsSend, depthPoints2);
  depthPoints2.header.frame_id = "camera2";
  depthPoints2.header.stamp = ros::Time().fromSec(imagePointsLastTime);
  depthPointsPubPointer->publish(depthPoints2);

  sensor_msgs::PointCloud2 imagePointsProj2;
  pcl::toROSMsg(*imagePointsProj, imagePointsProj2);
  imagePointsProj2.header.frame_id = "camera2";
  imagePointsProj2.header.stamp = ros::Time().fromSec(imagePointsLastTime);
  imagePointsProjPubPointer->publish(imagePointsProj2);
}

void depthCloudHandler(const sensor_msgs::PointCloud2ConstPtr& depthCloud2)
{
  depthCloudTime = depthCloud2->header.stamp.toSec();

  depthCloud->clear();
  pcl::fromROSMsg(*depthCloud2, *depthCloud);
  depthCloudNum = depthCloud->points.size();

  if (depthCloudNum > 10) {
    for (int i = 0; i < depthCloudNum; i++) {
      depthCloud->points[i].intensity = depthCloud->points[i].z;
      depthCloud->points[i].x *= 10 / depthCloud->points[i].z;
      depthCloud->points[i].y *= 10 / depthCloud->points[i].z;
      depthCloud->points[i].z = 10;
    }

    kdTree->setInputCloud(depthCloud);
  }
}

void imuDataHandler(const sensor_msgs::Imu::ConstPtr& imuData)
{
  double roll, pitch, yaw;
  tf::Quaternion orientation;
  tf::quaternionMsgToTF(imuData->orientation, orientation);
  tf::Matrix3x3(orientation).getRPY(roll, pitch, yaw);

  imuPointerLast = (imuPointerLast + 1) % imuQueLength;

  imuTime[imuPointerLast] = imuData->header.stamp.toSec();
  imuRoll[imuPointerLast] = roll;
  imuPitch[imuPointerLast] = pitch;
  imuYaw[imuPointerLast] = yaw;
}

void imageDataHandler(const sensor_msgs::Image::ConstPtr& imageData) 
{
  cv_bridge::CvImagePtr bridge = cv_bridge::toCvCopy(imageData, "bgr8");

  int ipRelationsNum = ipRelations->points.size();
  for (int i = 0; i < ipRelationsNum; i++) {
    if (fabs(ipRelations->points[i].v) < 0.5) {
      cv::circle(bridge->image, cv::Point((kImage[2] - ipRelations->points[i].z * kImage[0]) / showDSRate,
                (kImage[5] - ipRelations->points[i].h * kImage[4]) / showDSRate), 1, CV_RGB(255, 0, 0), 2);
    } else if (fabs(ipRelations->points[i].v - 1) < 0.5) {
      cv::circle(bridge->image, cv::Point((kImage[2] - ipRelations->points[i].z * kImage[0]) / showDSRate,
                (kImage[5] - ipRelations->points[i].h * kImage[4]) / showDSRate), 1, CV_RGB(0, 255, 0), 2);
    } else if (fabs(ipRelations->points[i].v - 2) < 0.5) {
      cv::circle(bridge->image, cv::Point((kImage[2] - ipRelations->points[i].z * kImage[0]) / showDSRate,
                (kImage[5] - ipRelations->points[i].h * kImage[4]) / showDSRate), 1, CV_RGB(0, 0, 255), 2);
    } /*else {
      cv::circle(bridge->image, cv::Point((kImage[2] - ipRelations->points[i].z * kImage[0]) / showDSRate,
                (kImage[5] - ipRelations->points[i].h * kImage[4]) / showDSRate), 1, CV_RGB(0, 0, 0), 2);
    }*/
  }

  sensor_msgs::Image::Ptr imagePointer = bridge->toImageMsg();
  imageShowPubPointer->publish(imagePointer);
}

int main(int argc, char** argv)
{
  ros::init(argc, argv, "visualOdometry");
  ros::NodeHandle nh;

  ros::Subscriber imagePointsSub = nh.subscribe<sensor_msgs::PointCloud2>
                                   ("/image_points_last", 5, imagePointsHandler);

  ros::Subscriber depthCloudSub = nh.subscribe<sensor_msgs::PointCloud2> 
                                  ("/depth_cloud", 5, depthCloudHandler);

  ros::Subscriber imuDataSub = nh.subscribe<sensor_msgs::Imu> ("/imu/data", 5, imuDataHandler);

  ros::Publisher voDataPub = nh.advertise<nav_msgs::Odometry> ("/cam_to_init", 5);
  voDataPubPointer = &voDataPub;

  tf::TransformBroadcaster tfBroadcaster;
  tfBroadcasterPointer = &tfBroadcaster;

  ros::Publisher depthPointsPub = nh.advertise<sensor_msgs::PointCloud2> ("/depth_points_last", 5);
  depthPointsPubPointer = &depthPointsPub;

  ros::Publisher imagePointsProjPub = nh.advertise<sensor_msgs::PointCloud2> ("/image_points_proj", 1);
  imagePointsProjPubPointer = &imagePointsProjPub;

  ros::Subscriber imageDataSub = nh.subscribe<sensor_msgs::Image>("/image/show", 1, imageDataHandler);

  ros::Publisher imageShowPub = nh.advertise<sensor_msgs::Image>("/image/show_2", 1);
  imageShowPubPointer = &imageShowPub;

  ros::spin();

  return 0;
}