コード例 #1
0
/**
 * The message from the point cloud go here.
 */
void laserCloudHandler(const sensor_msgs::PointCloud2ConstPtr& laserCloudIn2)
{
  // ROS_INFO_STREAM("Handler initiated: " << ros::Time::now());
  if (!systemInited) {
    initTime = laserCloudIn2->header.stamp.toSec(); // initialize the start of the point cloud
    imuPointerFront = (imuPointerLast + 1) % imuQueLength;
    systemInited = true;
  }

  timeScanLast = timeScanCur; // initially 0
  timeScanCur = laserCloudIn2->header.stamp.toSec(); // timestamp of measurement
  timeLasted = timeScanCur - initTime; // first measurement is 0, then record the time from the very first measurements (system init)
  pcl::PointCloud<pcl::PointXYZ>::Ptr laserCloudIn(new pcl::PointCloud<pcl::PointXYZ>()); // PointXYZ - Euclidean xyz coordinates
  pcl::fromROSMsg(*laserCloudIn2, *laserCloudIn); // convert from PointCloud2 to PointCloud
  int cloudInSize = laserCloudIn->points.size();

  int cloudSize = 0;
  pcl::PointXYZHSV laserPointIn;
  pcl::PointCloud<pcl::PointXYZHSV>::Ptr laserCloud(new pcl::PointCloud<pcl::PointXYZHSV>()); // PointXYZHSV - xyz with hue, saturation and value

  // fill the new pointcloud laserCloud (XYZHSV) with the laserCloudIn (PointCloud2) via the var laserPointIn (PointXYZHSV)
  for (int i = 0; i < cloudInSize; i++) {
    // adopt the x y z values
    laserPointIn.x = laserCloudIn->points[i].x;
    laserPointIn.y = laserCloudIn->points[i].y;
    laserPointIn.z = laserCloudIn->points[i].z;
    laserPointIn.h = timeLasted; // hue - time from the initialization of the system, saturation is calculated afterwards
    laserPointIn.v = 0; // value is always 0, as this is the definition for obtained point

    if (!(fabs(laserPointIn.x) < 1.5 && fabs(laserPointIn.y) < 1.5 && fabs(laserPointIn.z) < 1.5)) {
      laserCloud->push_back(laserPointIn); // push a new point at the end of the container (?) 
      cloudSortInd[cloudSize] = cloudSize;
      cloudNeighborPicked[cloudSize] = 0;
      cloudSize++;
    }
  }

  // ROS_INFO("The size of the cloud points incomming is: %d, new cloudSize is: %d", cloudInSize, cloudSize);

  // get the first and last laser points
  pcl::PointXYZ laserPointFirst = laserCloudIn->points[0];
  pcl::PointXYZ laserPointLast = laserCloudIn->points[cloudInSize - 1];

  // spherical coordinates
  // first point range = sqrt(x^2 + y^2 + z^2) 
  float rangeFirst = sqrt(laserPointFirst.x * laserPointFirst.x + laserPointFirst.y * laserPointFirst.y
                 + laserPointFirst.z * laserPointFirst.z);
  // normalize (?) x y z
  laserPointFirst.x /= rangeFirst;
  laserPointFirst.y /= rangeFirst;
  laserPointFirst.z /= rangeFirst;

  // last point range = sqrt(x^2 + y^2 + z^2)
  float rangeLast = sqrt(laserPointLast.x * laserPointLast.x + laserPointLast.y * laserPointLast.y
                 + laserPointLast.z * laserPointLast.z);
  laserPointLast.x /= rangeLast;
  laserPointLast.y /= rangeLast;
  laserPointLast.z /= rangeLast;

  // DEBUG prupose
  // show in topic the first and last points and then the angle that is being calculated
  // ROS_INFO_STREAM("Cloud size: " << cloudSize);
  // ROS_INFO_STREAM("last: " << laserPointLast);
  // ROS_INFO_STREAM("first: " << laserPointFirst);

  // push the first point to its own pointcloud
  pcl::PointCloud<pcl::PointXYZ>::Ptr laserFirstPointCloud(new pcl::PointCloud<pcl::PointXYZ>());
  laserFirstPointCloud->push_back(laserPointFirst);

  sensor_msgs::PointCloud2 laserPointFirstCloud2;
  pcl::toROSMsg(*laserFirstPointCloud, laserPointFirstCloud2);
  laserPointFirstCloud2.header.stamp = laserCloudIn2->header.stamp;
  laserPointFirstCloud2.header.frame_id = "/camera";
  pubFirstPointPointer->publish(laserPointFirstCloud2);

  // and the last point to its own pointcloud
  pcl::PointCloud<pcl::PointXYZ>::Ptr laserLastPointCloud(new pcl::PointCloud<pcl::PointXYZ>());
  laserLastPointCloud->push_back(laserPointLast);

  sensor_msgs::PointCloud2 laserPointLastCloud2;
  pcl::toROSMsg(*laserLastPointCloud, laserPointLastCloud2);
  laserPointLastCloud2.header.stamp = laserCloudIn2->header.stamp;
  laserPointLastCloud2.header.frame_id = "/camera";
  pubLastPointPointer->publish(laserPointLastCloud2);


  // the angle of the laser
  // atan2(x,y) - angle b/w two coordinates x, y 
  // supposedly this is the angle the laser is showing
  float laserAngle = atan2(laserPointLast.x - laserPointFirst.x, laserPointLast.y - laserPointFirst.y);

  // DEBUG purpose
  // publish the laser angle as a channel to be plotted
  laserAngle2.data = laserAngle*rad2deg;
  pubLaserAnglePointer->publish(laserAngle2);

  // ROS_INFO("Laser angle: %f", (laserAngle * rad2deg));
  bool newSweep = false;
  if (laserAngle * laserRotDir < 0 && timeLasted - timeStart > 0.7) {
    laserRotDir *= -1;
    newSweep = true;
    // ROS_INFO("New sweep!! Laser angle: %f", (laserAngle * rad2deg));
  }

  // reinitalise the values if there's a new sweep
  if (newSweep) {
    timeStart = timeScanLast - initTime; // compute the starting time of this particular scan

    pcl::PointCloud<pcl::PointXYZHSV>::Ptr imuTrans(new pcl::PointCloud<pcl::PointXYZHSV>(4, 1));
    imuTrans->points[0].x = imuPitchStart;
    imuTrans->points[0].y = imuYawStart;
    imuTrans->points[0].z = imuRollStart;
    imuTrans->points[0].v = 10;

    imuTrans->points[1].x = imuPitchCur;
    imuTrans->points[1].y = imuYawCur;
    imuTrans->points[1].z = imuRollCur;
    imuTrans->points[1].v = 11;

    imuTrans->points[2].x = imuShiftFromStartXCur;
    imuTrans->points[2].y = imuShiftFromStartYCur;
    imuTrans->points[2].z = imuShiftFromStartZCur;
    imuTrans->points[2].v = 12;

    imuTrans->points[3].x = imuVeloFromStartXCur;
    imuTrans->points[3].y = imuVeloFromStartYCur;
    imuTrans->points[3].z = imuVeloFromStartZCur;
    imuTrans->points[3].v = 13;

    *laserCloudExtreCur += *laserCloudLessExtreCur; // add the laserCloudLessExtreCur to laserCloudExtreCur
    pcl::toROSMsg(*laserCloudExtreCur + *imuTrans, laserCloudLast2); // translate laserCloudExtreCur + imuTrans (pcl:PointCloud) to sensorMsg::PointCloud2
    laserCloudLast2.header.stamp = ros::Time().fromSec(timeScanLast);
    laserCloudLast2.header.frame_id = "/camera";
    laserCloudExtreCur->clear();
    laserCloudLessExtreCur->clear();
    imuTrans->clear();

    imuRollStart = imuRollCur;
    imuPitchStart = imuPitchCur;
    imuYawStart = imuYawCur;

    imuVeloXStart = imuVeloXCur;
    imuVeloYStart = imuVeloYCur;
    imuVeloZStart = imuVeloZCur;

    imuShiftXStart = imuShiftXCur;
    imuShiftYStart = imuShiftYCur;
    imuShiftZStart = imuShiftZCur;
  }

  // reset the imu values
  imuRollCur = 0; imuPitchCur = 0; imuYawCur = 0;
  imuVeloXCur = 0; imuVeloYCur = 0; imuVeloZCur = 0;
  imuShiftXCur = 0; imuShiftYCur = 0; imuShiftZCur = 0;
  if (imuPointerLast >= 0) {
    while (imuPointerFront != imuPointerLast) {
      if (timeScanCur < imuTime[imuPointerFront]) {
        break;
      }
      imuPointerFront = (imuPointerFront + 1) % imuQueLength;
    }

    if (timeScanCur > imuTime[imuPointerFront]) {
      imuRollCur = imuRoll[imuPointerFront];
      imuPitchCur = imuPitch[imuPointerFront];
      imuYawCur = imuYaw[imuPointerFront];

      imuVeloXCur = imuVeloX[imuPointerFront];
      imuVeloYCur = imuVeloY[imuPointerFront];
      imuVeloZCur = imuVeloZ[imuPointerFront];

      imuShiftXCur = imuShiftX[imuPointerFront];
      imuShiftYCur = imuShiftY[imuPointerFront];
      imuShiftZCur = imuShiftZ[imuPointerFront];
    } else {
      int imuPointerBack = (imuPointerFront + imuQueLength - 1) % imuQueLength;
      float ratioFront = (timeScanCur - imuTime[imuPointerBack]) 
                       / (imuTime[imuPointerFront] - imuTime[imuPointerBack]);
      float ratioBack = (imuTime[imuPointerFront] - timeScanCur) 
                      / (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;
      }

      imuVeloXCur = imuVeloX[imuPointerFront] * ratioFront + imuVeloX[imuPointerBack] * ratioBack;
      imuVeloYCur = imuVeloY[imuPointerFront] * ratioFront + imuVeloY[imuPointerBack] * ratioBack;
      imuVeloZCur = imuVeloZ[imuPointerFront] * ratioFront + imuVeloZ[imuPointerBack] * ratioBack;

      imuShiftXCur = imuShiftX[imuPointerFront] * ratioFront + imuShiftX[imuPointerBack] * ratioBack;
      imuShiftYCur = imuShiftY[imuPointerFront] * ratioFront + imuShiftY[imuPointerBack] * ratioBack;
      imuShiftZCur = imuShiftZ[imuPointerFront] * ratioFront + imuShiftZ[imuPointerBack] * ratioBack;
    }
  }

  // initiate the very first imu measurement
  if (!imuInited) {
    imuRollStart = imuRollCur;
    imuPitchStart = imuPitchCur;
    imuYawStart = imuYawCur;

    imuVeloXStart = imuVeloXCur;
    imuVeloYStart = imuVeloYCur;
    imuVeloZStart = imuVeloZCur;

    imuShiftXStart = imuShiftXCur;
    imuShiftYStart = imuShiftYCur;
    imuShiftZStart = imuShiftZCur;

    imuInited = true;
  }

  // calculate the shift from the starting imu
  imuShiftFromStartXCur = imuShiftXCur - imuShiftXStart - imuVeloXStart * (timeLasted - timeStart);
  imuShiftFromStartYCur = imuShiftYCur - imuShiftYStart - imuVeloYStart * (timeLasted - timeStart);
  imuShiftFromStartZCur = imuShiftZCur - imuShiftZStart - imuVeloZStart * (timeLasted - timeStart);

  // float befImuShiftFromStartXCur = imuShiftFromStartXCur;
  // float befImuShiftFromStartYCur = imuShiftFromStartYCur;
  // float befImuShiftFromStartZCur = imuShiftFromStartZCur;
  ShiftToStartIMU();
  //ROS_INFO("Imu Shift X: (bef, %f), (aft, %f); Y: (bef, %f), (aft, %f), Z: (bef, %f), (aft, %f)", befImuShiftFromStartXCur, imuShiftFromStartXCur, befImuShiftFromStartYCur, imuShiftFromStartYCur, befImuShiftFromStartZCur, imuShiftFromStartZCur);


  imuVeloFromStartXCur = imuVeloXCur - imuVeloXStart;
  imuVeloFromStartYCur = imuVeloYCur - imuVeloYStart;
  imuVeloFromStartZCur = imuVeloZCur - imuVeloZStart;

  VeloToStartIMU();

  for (int i = 0; i < cloudSize; i++) {
    TransformToStartIMU(&laserCloud->points[i]);
  }

  // calculate smoothness value based on the 5 neighbours on each side 
  for (int i = 5; i < cloudSize - 5; i++) {
    float diffX = laserCloud->points[i - 5].x + laserCloud->points[i - 4].x 
                + laserCloud->points[i - 3].x + laserCloud->points[i - 2].x 
                + laserCloud->points[i - 1].x - 10 * laserCloud->points[i].x 
                + laserCloud->points[i + 1].x + laserCloud->points[i + 2].x
                + laserCloud->points[i + 3].x + laserCloud->points[i + 4].x
                + laserCloud->points[i + 5].x;
    float diffY = laserCloud->points[i - 5].y + laserCloud->points[i - 4].y 
                + laserCloud->points[i - 3].y + laserCloud->points[i - 2].y 
                + laserCloud->points[i - 1].y - 10 * laserCloud->points[i].y 
                + laserCloud->points[i + 1].y + laserCloud->points[i + 2].y
                + laserCloud->points[i + 3].y + laserCloud->points[i + 4].y
                + laserCloud->points[i + 5].y;
    float diffZ = laserCloud->points[i - 5].z + laserCloud->points[i - 4].z 
                + laserCloud->points[i - 3].z + laserCloud->points[i - 2].z 
                + laserCloud->points[i - 1].z - 10 * laserCloud->points[i].z 
                + laserCloud->points[i + 1].z + laserCloud->points[i + 2].z
                + laserCloud->points[i + 3].z + laserCloud->points[i + 4].z
                + laserCloud->points[i + 5].z;
    
    // calculate smoothness
    laserCloud->points[i].s = diffX * diffX + diffY * diffY + diffZ * diffZ;
  }
  
  float m = 0;
  for (int i = 5; i < cloudSize - 6; i++) {
    // calculate difference with the neighbour
    float diffX = laserCloud->points[i + 1].x - laserCloud->points[i].x;
    float diffY = laserCloud->points[i + 1].y - laserCloud->points[i].y;
    float diffZ = laserCloud->points[i + 1].z - laserCloud->points[i].z;
    float diff = diffX * diffX + diffY * diffY + diffZ * diffZ;

    // incremental average calculation of the diff
    m = m + ((diff-m)/(cloudSize-12));
    // if there's a big difference
    if (diff > 0.05) {

      // depth1 - current point's score
      float depth1 = sqrt(laserCloud->points[i].x * laserCloud->points[i].x + 
                     laserCloud->points[i].y * laserCloud->points[i].y +
                     laserCloud->points[i].z * laserCloud->points[i].z);
      // depth2 - neighbour point's score
      float depth2 = sqrt(laserCloud->points[i + 1].x * laserCloud->points[i + 1].x + 
                     laserCloud->points[i + 1].y * laserCloud->points[i + 1].y +
                     laserCloud->points[i + 1].z * laserCloud->points[i + 1].z);

      // filter out points that are picked based on depth
      if (depth1 > depth2) {
        diffX = laserCloud->points[i + 1].x - laserCloud->points[i].x * depth2 / depth1;
        diffY = laserCloud->points[i + 1].y - laserCloud->points[i].y * depth2 / depth1;
        diffZ = laserCloud->points[i + 1].z - laserCloud->points[i].z * depth2 / depth1;

        if (sqrt(diffX * diffX + diffY * diffY + diffZ * diffZ) / depth2 < 0.1) {
          cloudNeighborPicked[i - 5] = 1;
          cloudNeighborPicked[i - 4] = 1;
          cloudNeighborPicked[i - 3] = 1;
          cloudNeighborPicked[i - 2] = 1;
          cloudNeighborPicked[i - 1] = 1;
          cloudNeighborPicked[i] = 1;
        }
      } else {
        diffX = laserCloud->points[i + 1].x * depth1 / depth2 - laserCloud->points[i].x;
        diffY = laserCloud->points[i + 1].y * depth1 / depth2 - laserCloud->points[i].y;
        diffZ = laserCloud->points[i + 1].z * depth1 / depth2 - laserCloud->points[i].z;

        if (sqrt(diffX * diffX + diffY * diffY + diffZ * diffZ) / depth1 < 0.1) {
          cloudNeighborPicked[i + 1] = 1;
          cloudNeighborPicked[i + 2] = 1;
          cloudNeighborPicked[i + 3] = 1;
          cloudNeighborPicked[i + 4] = 1;
          cloudNeighborPicked[i + 5] = 1;
          cloudNeighborPicked[i + 6] = 1;
        }
      }

      // ROS_INFO("Point %d:", i);
      // for (int pp=0; pp < cloudSize; pp++) {
      //   ROS_INFO("N: %d", cloudNeighborPicked[pp]);
      // }
      // ros::Duration(5.0).sleep();
    }

    float diffX2 = laserCloud->points[i].x - laserCloud->points[i - 1].x;
    float diffY2 = laserCloud->points[i].y - laserCloud->points[i - 1].y;
    float diffZ2 = laserCloud->points[i].z - laserCloud->points[i - 1].z;
    float diff2 = diffX2 * diffX2 + diffY2 * diffY2 + diffZ2 * diffZ2;

    float dis = laserCloud->points[i].x * laserCloud->points[i].x
              + laserCloud->points[i].y * laserCloud->points[i].y
              + laserCloud->points[i].z * laserCloud->points[i].z;

    if (diff > (0.25 * 0.25) / (20 * 20) * dis && diff2 > (0.25 * 0.25) / (20 * 20) * dis) {
      cloudNeighborPicked[i] = 1;
    }
  }
  // ROS_INFO("avrg difference: %f", m);
  // if(newSweep) {
  //   mean_sweep = mean_sweep + ((m-mean_sweep)/10);
  //   ROS_INFO("avrg per sweep: %f", mean_sweep);
  // }

  // define the edge and surface areas
  pcl::PointCloud<pcl::PointXYZHSV>::Ptr cornerPointsSharp(new pcl::PointCloud<pcl::PointXYZHSV>());
  pcl::PointCloud<pcl::PointXYZHSV>::Ptr cornerPointsLessSharp(new pcl::PointCloud<pcl::PointXYZHSV>());
  pcl::PointCloud<pcl::PointXYZHSV>::Ptr surfPointsFlat(new pcl::PointCloud<pcl::PointXYZHSV>());
  pcl::PointCloud<pcl::PointXYZHSV>::Ptr surfPointsLessFlat(new pcl::PointCloud<pcl::PointXYZHSV>());

  int startPoints[4] = {5, 6 + int((cloudSize - 10) / 4.0), 
                        6 + int((cloudSize - 10) / 2.0), 6 + int(3 * (cloudSize - 10) / 4.0)};
  int endPoints[4] = {5 + int((cloudSize - 10) / 4.0), 5 + int((cloudSize - 10) / 2.0), 
                      5 + int(3 * (cloudSize - 10) / 4.0), cloudSize - 6};

  for (int i = 0; i < 4; i++) {
    int sp = startPoints[i];
    int ep = endPoints[i];

    // sort based on the smoothness value
    for (int j = sp + 1; j <= ep; j++) {
      for (int k = j; k >= sp + 1; k--) {
        if (laserCloud->points[cloudSortInd[k]].s < laserCloud->points[cloudSortInd[k - 1]].s) {
          int temp = cloudSortInd[k - 1];
          cloudSortInd[k - 1] = cloudSortInd[k];
          cloudSortInd[k] = temp;
        }
      }
    }

    // select the maximum smoothness - edge points
    int largestPickedNum = 0;
    for (int j = ep; j >= sp; j--) {
      if (cloudNeighborPicked[cloudSortInd[j]] == 0 &&
          laserCloud->points[cloudSortInd[j]].s > 0.1 &&
          (fabs(laserCloud->points[cloudSortInd[j]].x) > 0.3 || 
          fabs(laserCloud->points[cloudSortInd[j]].y) > 0.3 || 
          fabs(laserCloud->points[cloudSortInd[j]].z) > 0.3) && 
          fabs(laserCloud->points[cloudSortInd[j]].x) < 30 && 
          fabs(laserCloud->points[cloudSortInd[j]].y) < 30 && 
          fabs(laserCloud->points[cloudSortInd[j]].z) < 30) {
        
        largestPickedNum++;
        if (largestPickedNum <= 2) {
          // value of 2 means it's a an edge
          laserCloud->points[cloudSortInd[j]].v = 2;
          cornerPointsSharp->push_back(laserCloud->points[cloudSortInd[j]]);
        } else if (largestPickedNum <= 20) {
          laserCloud->points[cloudSortInd[j]].v = 1;
          cornerPointsLessSharp->push_back(laserCloud->points[cloudSortInd[j]]);
        } else {
          break;
        }

        cloudNeighborPicked[cloudSortInd[j]] = 1;
        for (int k = 1; k <= 5; k++) {
          float diffX = laserCloud->points[cloudSortInd[j] + k].x 
                      - laserCloud->points[cloudSortInd[j] + k - 1].x;
          float diffY = laserCloud->points[cloudSortInd[j] + k].y 
                      - laserCloud->points[cloudSortInd[j] + k - 1].y;
          float diffZ = laserCloud->points[cloudSortInd[j] + k].z 
                      - laserCloud->points[cloudSortInd[j] + k - 1].z;
          if (diffX * diffX + diffY * diffY + diffZ * diffZ > 0.05) {
            break;
          }

          cloudNeighborPicked[cloudSortInd[j] + k] = 1;
        }
        for (int k = -1; k >= -5; k--) {
          float diffX = laserCloud->points[cloudSortInd[j] + k].x 
                      - laserCloud->points[cloudSortInd[j] + k + 1].x;
          float diffY = laserCloud->points[cloudSortInd[j] + k].y 
                      - laserCloud->points[cloudSortInd[j] + k + 1].y;
          float diffZ = laserCloud->points[cloudSortInd[j] + k].z 
                      - laserCloud->points[cloudSortInd[j] + k + 1].z;
          if (diffX * diffX + diffY * diffY + diffZ * diffZ > 0.05) {
            break;
          }

          cloudNeighborPicked[cloudSortInd[j] + k] = 1;
        }
      }
    }

    // select the minimum smoothness - planar points
    int smallestPickedNum = 0;
    for (int j = sp; j <= ep; j++) {
      if (cloudNeighborPicked[cloudSortInd[j]] == 0 &&
          laserCloud->points[cloudSortInd[j]].s < 0.1 &&
          (fabs(laserCloud->points[cloudSortInd[j]].x) > 0.3 || 
          fabs(laserCloud->points[cloudSortInd[j]].y) > 0.3 || 
          fabs(laserCloud->points[cloudSortInd[j]].z) > 0.3) && 
          fabs(laserCloud->points[cloudSortInd[j]].x) < 30 && 
          fabs(laserCloud->points[cloudSortInd[j]].y) < 30 && 
          fabs(laserCloud->points[cloudSortInd[j]].z) < 30) {

        laserCloud->points[cloudSortInd[j]].v = -1;
        surfPointsFlat->push_back(laserCloud->points[cloudSortInd[j]]);

        smallestPickedNum++;
        if (smallestPickedNum >= 4) {
          break;
        }

        cloudNeighborPicked[cloudSortInd[j]] = 1;
        for (int k = 1; k <= 5; k++) {
          float diffX = laserCloud->points[cloudSortInd[j] + k].x 
                      - laserCloud->points[cloudSortInd[j] + k - 1].x;
          float diffY = laserCloud->points[cloudSortInd[j] + k].y 
                      - laserCloud->points[cloudSortInd[j] + k - 1].y;
          float diffZ = laserCloud->points[cloudSortInd[j] + k].z 
                      - laserCloud->points[cloudSortInd[j] + k - 1].z;
          if (diffX * diffX + diffY * diffY + diffZ * diffZ > 0.05) {
            break;
          }

          cloudNeighborPicked[cloudSortInd[j] + k] = 1;
        }
        for (int k = -1; k >= -5; k--) {
          float diffX = laserCloud->points[cloudSortInd[j] + k].x 
                      - laserCloud->points[cloudSortInd[j] + k + 1].x;
          float diffY = laserCloud->points[cloudSortInd[j] + k].y 
                      - laserCloud->points[cloudSortInd[j] + k + 1].y;
          float diffZ = laserCloud->points[cloudSortInd[j] + k].z 
                      - laserCloud->points[cloudSortInd[j] + k + 1].z;
          if (diffX * diffX + diffY * diffY + diffZ * diffZ > 0.05) {
            break;
          }

          cloudNeighborPicked[cloudSortInd[j] + k] = 1;
        }
      }
    }
  }

  for (int i = 0; i < cloudSize; i++) {
    if (laserCloud->points[i].v == 0) {
      surfPointsLessFlat->push_back(laserCloud->points[i]);
    }
  }

  // downsize filter of the planar areas (voxel in pcl)
  pcl::PointCloud<pcl::PointXYZHSV>::Ptr surfPointsLessFlatDS(new pcl::PointCloud<pcl::PointXYZHSV>());
  pcl::VoxelGrid<pcl::PointXYZHSV> downSizeFilter;
  downSizeFilter.setInputCloud(surfPointsLessFlat);
  downSizeFilter.setLeafSize(0.1, 0.1, 0.1);
  downSizeFilter.filter(*surfPointsLessFlatDS);

  // DEBUG purpose
  // publish only the corner/flat points
  sensor_msgs::PointCloud2 cornerPointsSharp2;
  pcl::toROSMsg(*cornerPointsSharp, cornerPointsSharp2);
  cornerPointsSharp2.header.stamp = laserCloudIn2->header.stamp;
  cornerPointsSharp2.header.frame_id = "/camera";
  pubCornerPointsSharpPointer->publish(cornerPointsSharp2);

  sensor_msgs::PointCloud2 cornerPointsLessSharp2;
  pcl::toROSMsg(*cornerPointsLessSharp, cornerPointsLessSharp2);
  cornerPointsLessSharp2.header.stamp = laserCloudIn2->header.stamp;
  cornerPointsLessSharp2.header.frame_id = "/camera";
  pubCornerPointsLessSharpPointer->publish(cornerPointsLessSharp2);

  sensor_msgs::PointCloud2 surfPointsFlat2;
  pcl::toROSMsg(*surfPointsFlat, surfPointsFlat2);
  surfPointsFlat2.header.stamp = laserCloudIn2->header.stamp;
  surfPointsFlat2.header.frame_id = "/camera";
  pubSurfPointsFlatPointer->publish(surfPointsFlat2);

  sensor_msgs::PointCloud2 surfPointsLessFlat2;
  pcl::toROSMsg(*surfPointsLessFlat, surfPointsLessFlat2);
  surfPointsLessFlat2.header.stamp = laserCloudIn2->header.stamp;
  surfPointsLessFlat2.header.frame_id = "/camera";
  pubSurfPointsLessFlatPointer->publish(surfPointsLessFlat2);

  *laserCloudExtreCur += *cornerPointsSharp;
  *laserCloudExtreCur += *surfPointsFlat;
  *laserCloudLessExtreCur += *cornerPointsLessSharp;
  *laserCloudLessExtreCur += *surfPointsLessFlatDS;

  laserCloudIn->clear();
  laserCloud->clear();
  cornerPointsSharp->clear();
  cornerPointsLessSharp->clear();
  surfPointsFlat->clear();
  surfPointsLessFlat->clear();
  surfPointsLessFlatDS->clear();

  if (skipFrameCount >= skipFrameNum) {
    skipFrameCount = 0;

    pcl::PointCloud<pcl::PointXYZHSV>::Ptr imuTrans(new pcl::PointCloud<pcl::PointXYZHSV>(4, 1));
    imuTrans->points[0].x = imuPitchStart;
    imuTrans->points[0].y = imuYawStart;
    imuTrans->points[0].z = imuRollStart;
    imuTrans->points[0].v = 10;

    imuTrans->points[1].x = imuPitchCur;
    imuTrans->points[1].y = imuYawCur;
    imuTrans->points[1].z = imuRollCur;
    imuTrans->points[1].v = 11;

    imuTrans->points[2].x = imuShiftFromStartXCur;
    imuTrans->points[2].y = imuShiftFromStartYCur;
    imuTrans->points[2].z = imuShiftFromStartZCur;
    imuTrans->points[2].v = 12;

    imuTrans->points[3].x = imuVeloFromStartXCur;
    imuTrans->points[3].y = imuVeloFromStartYCur;
    imuTrans->points[3].z = imuVeloFromStartZCur;
    imuTrans->points[3].v = 13;

    // publish only the imu translation
    sensor_msgs::PointCloud2 imuTrans2;
    pcl::toROSMsg(*imuTrans, imuTrans2);
    imuTrans2.header.stamp = laserCloudIn2->header.stamp;
    imuTrans2.header.frame_id = "/camera";
    pubImuTransPointer->publish(imuTrans2);

    sensor_msgs::PointCloud2 laserCloudExtreCur2;
    pcl::toROSMsg(*laserCloudExtreCur + *imuTrans, laserCloudExtreCur2);
    laserCloudExtreCur2.header.stamp = ros::Time().fromSec(timeScanCur);
    laserCloudExtreCur2.header.frame_id = "/camera";
    pubLaserCloudExtreCurPointer->publish(laserCloudExtreCur2);
    imuTrans->clear();

    pubLaserCloudLastPointer->publish(laserCloudLast2); // this is tha last registration before the new sweep

    // ROS_INFO ("%d %d", laserCloudLast2.width, laserCloudExtreCur2.width);
  }
  skipFrameCount++;
}
コード例 #2
0
void laserCloudHandler(const sensor_msgs::PointCloud2ConstPtr& laserCloudIn2)
{
  if (!systemInited) {
    initTime = laserCloudIn2->header.stamp.toSec();
    imuPointerFront = (imuPointerLast + 1) % imuQueLength;
    systemInited = true;
  }

  timeScanLast = timeScanCur;
  timeScanCur = laserCloudIn2->header.stamp.toSec();
  timeLasted = timeScanCur - initTime;
  pcl::PointCloud<pcl::PointXYZ>::Ptr laserCloudIn(new pcl::PointCloud<pcl::PointXYZ>());
  pcl::fromROSMsg(*laserCloudIn2, *laserCloudIn);
  int cloudSize = laserCloudIn->points.size();

  pcl::PointCloud<pcl::PointXYZHSV>::Ptr laserCloud(new pcl::PointCloud<pcl::PointXYZHSV>(cloudSize, 1));
  for (int i = 0; i < cloudSize; i++) {
    laserCloud->points[i].x = laserCloudIn->points[i].x;
    laserCloud->points[i].y = laserCloudIn->points[i].y;
    laserCloud->points[i].z = laserCloudIn->points[i].z;
    laserCloud->points[i].h = timeLasted;
    laserCloud->points[i].v = 0;
    cloudSortInd[i] = i;
    cloudNeighborPicked[i] = 0;
  }

  bool newSweep = false;
  laserAngleLast = laserAngleCur;
  laserAngleCur = atan2(laserCloud->points[cloudSize - 1].y - laserCloud->points[0].y, 
                        laserCloud->points[cloudSize - 1].x - laserCloud->points[0].x);

  if (laserAngleLast > 0 && laserRotDir == 1 && laserAngleCur < laserAngleLast) {
    laserRotDir = -1;
    newSweep = true;
  } else if (laserAngleLast < 0 && laserRotDir == -1 && laserAngleCur > laserAngleLast) {
    laserRotDir = 1;
    newSweep = true;
  }

  if (newSweep) {
    timeStart = timeScanLast - initTime;

    pcl::PointCloud<pcl::PointXYZHSV>::Ptr imuTrans(new pcl::PointCloud<pcl::PointXYZHSV>(4, 1));
    imuTrans->points[0].x = imuPitchStart;
    imuTrans->points[0].y = imuYawStart;
    imuTrans->points[0].z = imuRollStart;
    imuTrans->points[0].v = 10;

    imuTrans->points[1].x = imuPitchCur;
    imuTrans->points[1].y = imuYawCur;
    imuTrans->points[1].z = imuRollCur;
    imuTrans->points[1].v = 11;

    imuTrans->points[2].x = imuShiftFromStartXCur;
    imuTrans->points[2].y = imuShiftFromStartYCur;
    imuTrans->points[2].z = imuShiftFromStartZCur;
    imuTrans->points[2].v = 12;

    imuTrans->points[3].x = imuVeloFromStartXCur;
    imuTrans->points[3].y = imuVeloFromStartYCur;
    imuTrans->points[3].z = imuVeloFromStartZCur;
    imuTrans->points[3].v = 13;

    *laserCloudExtreCur += *laserCloudLessExtreCur;
    pcl::toROSMsg(*laserCloudExtreCur + *imuTrans, laserCloudLast2);
    laserCloudLast2.header.stamp = ros::Time().fromSec(timeScanLast);
    laserCloudLast2.header.frame_id = "/camera";
    laserCloudExtreCur->clear();
    laserCloudLessExtreCur->clear();
    imuTrans->clear();

    imuRollStart = imuRollCur;
    imuPitchStart = imuPitchCur;
    imuYawStart = imuYawCur;

    imuVeloXStart = imuVeloXCur;
    imuVeloYStart = imuVeloYCur;
    imuVeloZStart = imuVeloZCur;

    imuShiftXStart = imuShiftXCur;
    imuShiftYStart = imuShiftYCur;
    imuShiftZStart = imuShiftZCur;
  }

  imuRollCur = 0; imuPitchCur = 0; imuYawCur = 0;
  imuVeloXCur = 0; imuVeloYCur = 0; imuVeloZCur = 0;
  imuShiftXCur = 0; imuShiftYCur = 0; imuShiftZCur = 0;
  if (imuPointerLast >= 0) {
    while (imuPointerFront != imuPointerLast) {
      if (timeScanCur < imuTime[imuPointerFront]) {
        break;
      }
      imuPointerFront = (imuPointerFront + 1) % imuQueLength;
    }

    if (timeScanCur > imuTime[imuPointerFront]) {
      imuRollCur = imuRoll[imuPointerFront];
      imuPitchCur = imuPitch[imuPointerFront];
      imuYawCur = imuYaw[imuPointerFront];

      imuVeloXCur = imuVeloX[imuPointerFront];
      imuVeloYCur = imuVeloY[imuPointerFront];
      imuVeloZCur = imuVeloZ[imuPointerFront];

      imuShiftXCur = imuShiftX[imuPointerFront];
      imuShiftYCur = imuShiftY[imuPointerFront];
      imuShiftZCur = imuShiftZ[imuPointerFront];
    } else {
      int imuPointerBack = (imuPointerFront + imuQueLength - 1) % imuQueLength;
      float ratioFront = (timeScanCur - imuTime[imuPointerBack]) 
                       / (imuTime[imuPointerFront] - imuTime[imuPointerBack]);
      float ratioBack = (imuTime[imuPointerFront] - timeScanCur) 
                      / (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;
      }

      imuVeloXCur = imuVeloX[imuPointerFront] * ratioFront + imuVeloX[imuPointerBack] * ratioBack;
      imuVeloYCur = imuVeloY[imuPointerFront] * ratioFront + imuVeloY[imuPointerBack] * ratioBack;
      imuVeloZCur = imuVeloZ[imuPointerFront] * ratioFront + imuVeloZ[imuPointerBack] * ratioBack;

      imuShiftXCur = imuShiftX[imuPointerFront] * ratioFront + imuShiftX[imuPointerBack] * ratioBack;
      imuShiftYCur = imuShiftY[imuPointerFront] * ratioFront + imuShiftY[imuPointerBack] * ratioBack;
      imuShiftZCur = imuShiftZ[imuPointerFront] * ratioFront + imuShiftZ[imuPointerBack] * ratioBack;
    }
  }

  if (!imuInited) {
    imuRollStart = imuRollCur;
    imuPitchStart = imuPitchCur;
    imuYawStart = imuYawCur;

    imuVeloXStart = imuVeloXCur;
    imuVeloYStart = imuVeloYCur;
    imuVeloZStart = imuVeloZCur;

    imuShiftXStart = imuShiftXCur;
    imuShiftYStart = imuShiftYCur;
    imuShiftZStart = imuShiftZCur;

    imuInited = true;
  }

  imuShiftFromStartXCur = imuShiftXCur - imuShiftXStart - imuVeloXStart * (timeLasted - timeStart);
  imuShiftFromStartYCur = imuShiftYCur - imuShiftYStart - imuVeloYStart * (timeLasted - timeStart);
  imuShiftFromStartZCur = imuShiftZCur - imuShiftZStart - imuVeloZStart * (timeLasted - timeStart);

  ShiftToStartIMU();

  imuVeloFromStartXCur = imuVeloXCur - imuVeloXStart;
  imuVeloFromStartYCur = imuVeloYCur - imuVeloYStart;
  imuVeloFromStartZCur = imuVeloZCur - imuVeloZStart;

  VeloToStartIMU();

  for (int i = 0; i < cloudSize; i++) {
    TransformToStartIMU(&laserCloud->points[i]);
  }

  for (int i = 5; i < cloudSize - 5; i++) {
    float diffX = laserCloud->points[i - 5].x + laserCloud->points[i - 4].x 
                + laserCloud->points[i - 3].x + laserCloud->points[i - 2].x 
                + laserCloud->points[i - 1].x - 10 * laserCloud->points[i].x 
                + laserCloud->points[i + 1].x + laserCloud->points[i + 2].x
                + laserCloud->points[i + 3].x + laserCloud->points[i + 4].x
                + laserCloud->points[i + 5].x;
    float diffY = laserCloud->points[i - 5].y + laserCloud->points[i - 4].y 
                + laserCloud->points[i - 3].y + laserCloud->points[i - 2].y 
                + laserCloud->points[i - 1].y - 10 * laserCloud->points[i].y 
                + laserCloud->points[i + 1].y + laserCloud->points[i + 2].y
                + laserCloud->points[i + 3].y + laserCloud->points[i + 4].y
                + laserCloud->points[i + 5].y;
    float diffZ = laserCloud->points[i - 5].z + laserCloud->points[i - 4].z 
                + laserCloud->points[i - 3].z + laserCloud->points[i - 2].z 
                + laserCloud->points[i - 1].z - 10 * laserCloud->points[i].z 
                + laserCloud->points[i + 1].z + laserCloud->points[i + 2].z
                + laserCloud->points[i + 3].z + laserCloud->points[i + 4].z
                + laserCloud->points[i + 5].z;
    
    laserCloud->points[i].s = diffX * diffX + diffY * diffY + diffZ * diffZ;
  }
  
  for (int i = 5; i < cloudSize - 6; i++) {
    float diffX = laserCloud->points[i + 1].x - laserCloud->points[i].x;
    float diffY = laserCloud->points[i + 1].y - laserCloud->points[i].y;
    float diffZ = laserCloud->points[i + 1].z - laserCloud->points[i].z;
    float diff = diffX * diffX + diffY * diffY + diffZ * diffZ;

    if (diff > 0.05) {

      float depth1 = sqrt(laserCloud->points[i].x * laserCloud->points[i].x + 
                     laserCloud->points[i].y * laserCloud->points[i].y +
                     laserCloud->points[i].z * laserCloud->points[i].z);

      float depth2 = sqrt(laserCloud->points[i + 1].x * laserCloud->points[i + 1].x + 
                     laserCloud->points[i + 1].y * laserCloud->points[i + 1].y +
                     laserCloud->points[i + 1].z * laserCloud->points[i + 1].z);

      if (depth1 > depth2) {
        diffX = laserCloud->points[i + 1].x - laserCloud->points[i].x * depth2 / depth1;
        diffY = laserCloud->points[i + 1].y - laserCloud->points[i].y * depth2 / depth1;
        diffZ = laserCloud->points[i + 1].z - laserCloud->points[i].z * depth2 / depth1;

        if (sqrt(diffX * diffX + diffY * diffY + diffZ * diffZ) / depth2 < 0.1) {
          cloudNeighborPicked[i - 5] = 1;
          cloudNeighborPicked[i - 4] = 1;
          cloudNeighborPicked[i - 3] = 1;
          cloudNeighborPicked[i - 2] = 1;
          cloudNeighborPicked[i - 1] = 1;
          cloudNeighborPicked[i] = 1;
        }
      } else {
        diffX = laserCloud->points[i + 1].x * depth1 / depth2 - laserCloud->points[i].x;
        diffY = laserCloud->points[i + 1].y * depth1 / depth2 - laserCloud->points[i].y;
        diffZ = laserCloud->points[i + 1].z * depth1 / depth2 - laserCloud->points[i].z;

        if (sqrt(diffX * diffX + diffY * diffY + diffZ * diffZ) / depth1 < 0.1) {
          cloudNeighborPicked[i + 1] = 1;
          cloudNeighborPicked[i + 2] = 1;
          cloudNeighborPicked[i + 3] = 1;
          cloudNeighborPicked[i + 4] = 1;
          cloudNeighborPicked[i + 5] = 1;
          cloudNeighborPicked[i + 6] = 1;
        }
      }
    }

    float diffX2 = laserCloud->points[i].x - laserCloud->points[i - 1].x;
    float diffY2 = laserCloud->points[i].y - laserCloud->points[i - 1].y;
    float diffZ2 = laserCloud->points[i].z - laserCloud->points[i - 1].z;
    float diff2 = diffX2 * diffX2 + diffY2 * diffY2 + diffZ2 * diffZ2;

    float dis = laserCloud->points[i].x * laserCloud->points[i].x
              + laserCloud->points[i].y * laserCloud->points[i].y
              + laserCloud->points[i].z * laserCloud->points[i].z;

    if (diff > (0.25 * 0.25) / (20 * 20) * dis && diff2 > (0.25 * 0.25) / (20 * 20) * dis) {
      cloudNeighborPicked[i] = 1;
    }
  }

  pcl::PointCloud<pcl::PointXYZHSV>::Ptr cornerPointsSharp(new pcl::PointCloud<pcl::PointXYZHSV>());
  pcl::PointCloud<pcl::PointXYZHSV>::Ptr cornerPointsLessSharp(new pcl::PointCloud<pcl::PointXYZHSV>());
  pcl::PointCloud<pcl::PointXYZHSV>::Ptr surfPointsFlat(new pcl::PointCloud<pcl::PointXYZHSV>());
  pcl::PointCloud<pcl::PointXYZHSV>::Ptr surfPointsLessFlat(new pcl::PointCloud<pcl::PointXYZHSV>());

  int startPoints[4] = {5, 6 + int((cloudSize - 10) / 4.0), 
                        6 + int((cloudSize - 10) / 2.0), 6 + int(3 * (cloudSize - 10) / 4.0)};
  int endPoints[4] = {5 + int((cloudSize - 10) / 4.0), 5 + int((cloudSize - 10) / 2.0), 
                      5 + int(3 * (cloudSize - 10) / 4.0), cloudSize - 6};

  for (int i = 0; i < 4; i++) {
    int sp = startPoints[i];
    int ep = endPoints[i];

    for (int j = sp + 1; j <= ep; j++) {
      for (int k = j; k >= sp + 1; k--) {
        if (laserCloud->points[cloudSortInd[k]].s < laserCloud->points[cloudSortInd[k - 1]].s) {
          int temp = cloudSortInd[k - 1];
          cloudSortInd[k - 1] = cloudSortInd[k];
          cloudSortInd[k] = temp;
        }
      }
    }

    int largestPickedNum = 0;
    for (int j = ep; j >= sp; j--) {
      if (cloudNeighborPicked[cloudSortInd[j]] == 0 &&
          laserCloud->points[cloudSortInd[j]].s > 0.1 &&
          (fabs(laserCloud->points[cloudSortInd[j]].x) > 0.3 || 
          fabs(laserCloud->points[cloudSortInd[j]].y) > 0.3 || 
          fabs(laserCloud->points[cloudSortInd[j]].z) > 0.3) && 
          fabs(laserCloud->points[cloudSortInd[j]].x) < 30 && 
          fabs(laserCloud->points[cloudSortInd[j]].y) < 30 && 
          fabs(laserCloud->points[cloudSortInd[j]].z) < 30) {
        
        largestPickedNum++;
        if (largestPickedNum <= 2) {
          laserCloud->points[cloudSortInd[j]].v = 2;
          cornerPointsSharp->push_back(laserCloud->points[cloudSortInd[j]]);
        } else if (largestPickedNum <= 20) {
          laserCloud->points[cloudSortInd[j]].v = 1;
          cornerPointsLessSharp->push_back(laserCloud->points[cloudSortInd[j]]);
        } else {
          break;
        }

        cloudNeighborPicked[cloudSortInd[j]] = 1;
        for (int k = 1; k <= 5; k++) {
          float diffX = laserCloud->points[cloudSortInd[j] + k].x 
                      - laserCloud->points[cloudSortInd[j] + k - 1].x;
          float diffY = laserCloud->points[cloudSortInd[j] + k].y 
                      - laserCloud->points[cloudSortInd[j] + k - 1].y;
          float diffZ = laserCloud->points[cloudSortInd[j] + k].z 
                      - laserCloud->points[cloudSortInd[j] + k - 1].z;
          if (diffX * diffX + diffY * diffY + diffZ * diffZ > 0.05) {
            break;
          }

          cloudNeighborPicked[cloudSortInd[j] + k] = 1;
        }
        for (int k = -1; k >= -5; k--) {
          float diffX = laserCloud->points[cloudSortInd[j] + k].x 
                      - laserCloud->points[cloudSortInd[j] + k + 1].x;
          float diffY = laserCloud->points[cloudSortInd[j] + k].y 
                      - laserCloud->points[cloudSortInd[j] + k + 1].y;
          float diffZ = laserCloud->points[cloudSortInd[j] + k].z 
                      - laserCloud->points[cloudSortInd[j] + k + 1].z;
          if (diffX * diffX + diffY * diffY + diffZ * diffZ > 0.05) {
            break;
          }

          cloudNeighborPicked[cloudSortInd[j] + k] = 1;
        }
      }
    }

    int smallestPickedNum = 0;
    for (int j = sp; j <= ep; j++) {
      if (cloudNeighborPicked[cloudSortInd[j]] == 0 &&
          laserCloud->points[cloudSortInd[j]].s < 0.1 &&
          (fabs(laserCloud->points[cloudSortInd[j]].x) > 0.3 || 
          fabs(laserCloud->points[cloudSortInd[j]].y) > 0.3 || 
          fabs(laserCloud->points[cloudSortInd[j]].z) > 0.3) && 
          fabs(laserCloud->points[cloudSortInd[j]].x) < 30 && 
          fabs(laserCloud->points[cloudSortInd[j]].y) < 30 && 
          fabs(laserCloud->points[cloudSortInd[j]].z) < 30) {

        laserCloud->points[cloudSortInd[j]].v = -1;
        surfPointsFlat->push_back(laserCloud->points[cloudSortInd[j]]);

        smallestPickedNum++;
        if (smallestPickedNum >= 4) {
          break;
        }

        cloudNeighborPicked[cloudSortInd[j]] = 1;
        for (int k = 1; k <= 5; k++) {
          float diffX = laserCloud->points[cloudSortInd[j] + k].x 
                      - laserCloud->points[cloudSortInd[j] + k - 1].x;
          float diffY = laserCloud->points[cloudSortInd[j] + k].y 
                      - laserCloud->points[cloudSortInd[j] + k - 1].y;
          float diffZ = laserCloud->points[cloudSortInd[j] + k].z 
                      - laserCloud->points[cloudSortInd[j] + k - 1].z;
          if (diffX * diffX + diffY * diffY + diffZ * diffZ > 0.05) {
            break;
          }

          cloudNeighborPicked[cloudSortInd[j] + k] = 1;
        }
        for (int k = -1; k >= -5; k--) {
          float diffX = laserCloud->points[cloudSortInd[j] + k].x 
                      - laserCloud->points[cloudSortInd[j] + k + 1].x;
          float diffY = laserCloud->points[cloudSortInd[j] + k].y 
                      - laserCloud->points[cloudSortInd[j] + k + 1].y;
          float diffZ = laserCloud->points[cloudSortInd[j] + k].z 
                      - laserCloud->points[cloudSortInd[j] + k + 1].z;
          if (diffX * diffX + diffY * diffY + diffZ * diffZ > 0.05) {
            break;
          }

          cloudNeighborPicked[cloudSortInd[j] + k] = 1;
        }
      }
    }
  }

  for (int i = 0; i < cloudSize; i++) {
    if (laserCloud->points[i].v == 0) {
      surfPointsLessFlat->push_back(laserCloud->points[i]);
    }
  }

  pcl::PointCloud<pcl::PointXYZHSV>::Ptr surfPointsLessFlatDS(new pcl::PointCloud<pcl::PointXYZHSV>());
  pcl::VoxelGrid<pcl::PointXYZHSV> downSizeFilter;
  downSizeFilter.setInputCloud(surfPointsLessFlat);
  downSizeFilter.setLeafSize(0.1, 0.1, 0.1);
  downSizeFilter.filter(*surfPointsLessFlatDS);

  *laserCloudExtreCur += *cornerPointsSharp;
  *laserCloudExtreCur += *surfPointsFlat;
  *laserCloudLessExtreCur += *cornerPointsLessSharp;
  *laserCloudLessExtreCur += *surfPointsLessFlatDS;

  laserCloudIn->clear();
  laserCloud->clear();
  cornerPointsSharp->clear();
  cornerPointsLessSharp->clear();
  surfPointsFlat->clear();
  surfPointsLessFlat->clear();
  surfPointsLessFlatDS->clear();

  if (skipFrameCount >= skipFrameNum) {
    skipFrameCount = 0;

    pcl::PointCloud<pcl::PointXYZHSV>::Ptr imuTrans(new pcl::PointCloud<pcl::PointXYZHSV>(4, 1));
    imuTrans->points[0].x = imuPitchStart;
    imuTrans->points[0].y = imuYawStart;
    imuTrans->points[0].z = imuRollStart;
    imuTrans->points[0].v = 10;

    imuTrans->points[1].x = imuPitchCur;
    imuTrans->points[1].y = imuYawCur;
    imuTrans->points[1].z = imuRollCur;
    imuTrans->points[1].v = 11;

    imuTrans->points[2].x = imuShiftFromStartXCur;
    imuTrans->points[2].y = imuShiftFromStartYCur;
    imuTrans->points[2].z = imuShiftFromStartZCur;
    imuTrans->points[2].v = 12;

    imuTrans->points[3].x = imuVeloFromStartXCur;
    imuTrans->points[3].y = imuVeloFromStartYCur;
    imuTrans->points[3].z = imuVeloFromStartZCur;
    imuTrans->points[3].v = 13;

    sensor_msgs::PointCloud2 laserCloudExtreCur2;
    pcl::toROSMsg(*laserCloudExtreCur + *imuTrans, laserCloudExtreCur2);
    laserCloudExtreCur2.header.stamp = ros::Time().fromSec(timeScanCur);
    laserCloudExtreCur2.header.frame_id = "/camera";
    pubLaserCloudExtreCurPointer->publish(laserCloudExtreCur2);
    imuTrans->clear();

    pubLaserCloudLastPointer->publish(laserCloudLast2);

    //ROS_INFO ("%d %d", laserCloudLast2.width, laserCloudExtreCur2.width);
  }
  skipFrameCount++;
}