mirror of
https://github.com/introlab/rtabmap.git
synced 2026-09-09 21:10:19 +08:00
Added Ground truth import GPS format. Alignement between estimated and ground truth poses is done with SVD.
This commit is contained in:
@@ -53,7 +53,7 @@ bool RTABMAP_EXP exportPoses(
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bool RTABMAP_EXP importPoses(
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const std::string & filePath,
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int format, // 0=Raw, 1=RGBD-SLAM, 2=KITTI, 3=TORO, 4=g2o
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int format, // 0=Raw, 1=RGBD-SLAM, 2=KITTI, 3=TORO, 4=g2o, GPS (t,x,y)
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std::map<int, Transform> & poses,
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std::multimap<int, Link> * constraints = 0, // optional for formats 3 and 4
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std::map<int, double> * stamps = 0); // optional for format 1
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@@ -45,6 +45,10 @@ int RTABMAP_EXP getCorrespondencesCount(const pcl::PointCloud<pcl::PointXYZ>::Co
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const pcl::PointCloud<pcl::PointXYZ>::ConstPtr & cloud_target,
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float maxDistance);
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Transform RTABMAP_EXP transformFromXYZCorrespondencesSVD(
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const pcl::PointCloud<pcl::PointXYZ> & cloud1,
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const pcl::PointCloud<pcl::PointXYZ> & cloud2);
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Transform RTABMAP_EXP transformFromXYZCorrespondences(
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const pcl::PointCloud<pcl::PointXYZ>::ConstPtr & cloud1,
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const pcl::PointCloud<pcl::PointXYZ>::ConstPtr & cloud2,
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+29
-11
@@ -293,19 +293,19 @@ bool CameraImages::init(const std::string & calibrationFolder, const std::string
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UERROR("Cannot read ground truth file \"%s\".", groundTruthPath_.c_str());
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success = false;
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}
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else if(_groundTruthFormat != 1 && poses.size() != this->imagesCount())
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else if((_groundTruthFormat != 1 && _groundTruthFormat != 5) && poses.size() != this->imagesCount())
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{
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UERROR("The ground truth count is not the same as the images (%d vs %d)! Please remove "
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"the ground truth file path if you don't want to use it (current file path=%s).",
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(int)poses.size(), this->imagesCount(), groundTruthPath_.c_str());
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success = false;
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}
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else if(_groundTruthFormat == 1 && stamps_.size() == 0)
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else if((_groundTruthFormat == 1 || _groundTruthFormat == 5) && stamps_.size() == 0)
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{
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UERROR("When using rgbd-slam format for ground truth, images must have timestamps!");
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UERROR("When using RGBD-SLAM and GPS formats for ground truth, images must have timestamps!");
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success = false;
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}
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else if(_groundTruthFormat == 1)
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else if(_groundTruthFormat == 1 || _groundTruthFormat == 5)
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{
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UDEBUG("");
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//Match ground truth values with images
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@@ -317,10 +317,12 @@ bool CameraImages::init(const std::string & calibrationFolder, const std::string
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}
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std::vector<double> values = uValues(stamps);
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int validPoses = 0;
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for(std::list<double>::iterator ster=stamps_.begin(); ster!=stamps_.end(); ++ster)
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{
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Transform pose; // null transform
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std::map<double, int>::iterator endIter = stampsToIds.lower_bound(*ster);
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bool warned = false;
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if(endIter != stampsToIds.end())
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{
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if(endIter->first == *ster)
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@@ -335,21 +337,37 @@ bool CameraImages::init(const std::string & calibrationFolder, const std::string
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double stampBeg = beginIter->first;
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double stampEnd = endIter->first;
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UASSERT(stampEnd > stampBeg && *ster>stampBeg && *ster < stampEnd);
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float t = (*ster - stampBeg) / (stampEnd-stampBeg);
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Transform & ta = poses.at(beginIter->second);
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Transform & tb = poses.at(endIter->second);
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if(!ta.isNull() && !tb.isNull())
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if(stampEnd - stampBeg > 10.0)
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{
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pose = ta.interpolate(t, tb);
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warned = true;
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UDEBUG("Cannot interpolate ground truth pose for stamp %f between %f and %f (>10 sec)",
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*ster,
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stampBeg,
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stampEnd);
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}
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else
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{
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float t = (*ster - stampBeg) / (stampEnd-stampBeg);
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Transform & ta = poses.at(beginIter->second);
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Transform & tb = poses.at(endIter->second);
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if(!ta.isNull() && !tb.isNull())
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{
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++validPoses;
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pose = ta.interpolate(t, tb);
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}
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}
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}
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}
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if(pose.isNull())
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if(pose.isNull() && !warned)
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{
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UWARN("Ground truth pose not found for stamp %f", *ster);
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UDEBUG("Ground truth pose not found for stamp %f", *ster);
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}
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groundTruth_.push_back(pose);
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}
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if(validPoses != (int)stamps.size())
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{
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UWARN("%d valid ground truth poses of %d stamps", validPoses, (int)stamps_.size());
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}
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}
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else
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{
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+60
-15
@@ -153,7 +153,7 @@ bool exportPoses(
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bool importPoses(
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const std::string & filePath,
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int format, // 0=Raw, 1=RGBD-SLAM, 2=KITTI, 3=TORO, 4=g2o
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int format, // 0=Raw, 1=RGBD-SLAM, 2=KITTI, 3=TORO, 4=g2o, 5=GPS (t,x,y)
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std::map<int, Transform> & poses,
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std::multimap<int, Link> * constraints, // optional for formats 3 and 4
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std::map<int, double> * stamps) // optional for format 1
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@@ -197,7 +197,49 @@ bool importPoses(
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continue;
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}
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if(format == 1) // rgbd-slam format
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if(format == 5) // GPS format
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{
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std::vector<std::string> strList = uListToVector(uSplit(str));
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if(strList.size() == 3 || strList.size() == 4)
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{
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if( uIsNumber(uReplaceChar(strList[0], ' ', "")) &&
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uIsNumber(uReplaceChar(strList[1], ' ', "")) &&
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uIsNumber(uReplaceChar(strList[2], ' ', "")) &&
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(strList.size()==3 || uIsNumber(uReplaceChar(strList[3], ' ', ""))))
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{
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double stamp = uStr2Double(uReplaceChar(strList[0], ' ', ""));
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double x = uStr2Double(uReplaceChar(strList[1], ' ', ""));
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double y = uStr2Double(uReplaceChar(strList[2], ' ', ""));
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if(stamps)
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{
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stamps->insert(std::make_pair(id, stamp));
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}
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float yaw = 0.0f;
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if(strList.size()==4)
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{
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yaw = uStr2Double(uReplaceChar(strList[3], ' ', ""));
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}
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else if(uContains(poses, id-1))
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{
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// set yaw depending on successive poses
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Transform & previousPose = poses.at(id-1);
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yaw = atan2(y-previousPose.y(),x-previousPose.x());
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previousPose = Transform(previousPose.x(), previousPose.y(), yaw);
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}
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poses.insert(std::make_pair(id, Transform(x,y,0,0,0,yaw)));
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}
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else
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{
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UDEBUG("Not valid values detected: \"%s\"", str.c_str());
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}
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}
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else
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{
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UERROR("Error parsing \"%s\" with GPS format (should have 3 values: stamp x y)", str.c_str());
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}
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}
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else if(format == 1) // rgbd-slam format
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{
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std::list<std::string> strList = uSplit(str);
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if(strList.size() == 8)
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@@ -210,21 +252,24 @@ bool importPoses(
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{
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UWARN("Null transform read!? line parsed: \"%s\"", str.c_str());
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}
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if(stamps)
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else
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{
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stamps->insert(std::make_pair(id, stamp));
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if(stamps)
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{
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stamps->insert(std::make_pair(id, stamp));
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}
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// we need to remove optical rotation
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// z pointing front, x left, y down
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Transform t( 0, 0, 1, 0,
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-1, 0, 0, 0,
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0,-1, 0, 0);
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pose = t * pose * t.inverse();
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t = Transform( 0, 0, 1, 0,
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0, -1, 0, 0,
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1, 0, 0, 0);
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pose = t*pose;
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poses.insert(std::make_pair(id, pose));
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}
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// we need to remove optical rotation
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// z pointing front, x left, y down
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Transform t( 0, 0, 1, 0,
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-1, 0, 0, 0,
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0,-1, 0, 0);
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pose = t * pose * t.inverse();
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t = Transform( 0, 0, 1, 0,
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0, -1, 0, 0,
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1, 0, 0, 0);
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pose = t*pose;
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poses.insert(std::make_pair(id, pose));
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}
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else
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{
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@@ -33,6 +33,7 @@ SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
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#include <pcl/registration/icp.h>
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#include <pcl/registration/transformation_estimation_2D.h>
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#include <pcl/registration/transformation_estimation_svd.h>
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#include <pcl/sample_consensus/sac_model_registration.h>
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#include <pcl/sample_consensus/ransac.h>
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#include <rtabmap/utilite/ULogger.h>
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@@ -43,6 +44,19 @@ namespace rtabmap
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namespace util3d
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{
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// Get transform from cloud2 to cloud1
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Transform transformFromXYZCorrespondencesSVD(
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const pcl::PointCloud<pcl::PointXYZ> & cloud1,
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const pcl::PointCloud<pcl::PointXYZ> & cloud2)
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{
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pcl::registration::TransformationEstimationSVD<pcl::PointXYZ, pcl::PointXYZ> svd;
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// Perform the alignment
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Eigen::Matrix4f matrix;
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svd.estimateRigidTransformation(cloud1, cloud2, matrix);
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return Transform::fromEigen4f(matrix);
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}
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// Get transform from cloud2 to cloud1
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Transform transformFromXYZCorrespondences(
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const pcl::PointCloud<pcl::PointXYZ>::ConstPtr & cloud1,
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+31
-31
@@ -2134,45 +2134,45 @@ Transform MainWindow::alignPosesToGroundTruth(
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std::map<int, Transform> & poses,
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const std::map<int, Transform> & groundTruth)
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{
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UDEBUG("");
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Transform t = Transform::getIdentity();
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if(groundTruth.size())
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if(groundTruth.size() && poses.size())
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{
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if(uContains(_preferencesDialog->getAllParameters(), Parameters::kRGBDOptimizeFromGraphEnd()))
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unsigned int maxSize = poses.size()>groundTruth.size()?poses.size():groundTruth.size();
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pcl::PointCloud<pcl::PointXYZ> cloud1, cloud2;
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cloud1.resize(maxSize);
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cloud2.resize(maxSize);
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int oi = 0;
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int idFirst = 0;
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for(std::map<int, Transform>::const_iterator iter=groundTruth.begin(); iter!=groundTruth.end(); ++iter)
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{
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bool optimizeFromGraphEnd = uStr2Bool(_preferencesDialog->getAllParameters().at(Parameters::kRGBDOptimizeFromGraphEnd()));
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// Align poses to ground truth
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int rootId = 0;
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if(!optimizeFromGraphEnd)
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std::map<int, Transform>::iterator iter2 = poses.find(iter->first);
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if(iter2!=poses.end())
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{
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for(std::map<int, Transform>::const_iterator iter=groundTruth.begin(); iter!=groundTruth.end(); ++iter)
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if(oi==0)
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{
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std::map<int, Transform>::iterator iter2 = poses.find(iter->first);
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if(iter2!=poses.end())
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{
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rootId = iter->first;
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break;
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}
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idFirst = iter->first;
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}
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cloud1[oi] = pcl::PointXYZ(iter->second.x(), iter->second.y(), iter->second.z());
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cloud2[oi++] = pcl::PointXYZ(iter2->second.x(), iter2->second.y(), iter2->second.z());
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}
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else
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}
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if(oi>1)
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{
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cloud1.resize(oi);
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cloud2.resize(oi);
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t = util3d::transformFromXYZCorrespondencesSVD(cloud2, cloud1);
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}
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else if(oi==1)
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{
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t = groundTruth.at(idFirst) * poses.at(idFirst).inverse();
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}
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if(!t.isIdentity())
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{
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for(std::map<int, Transform>::iterator iter=poses.begin(); iter!=poses.end(); ++iter)
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{
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for(std::map<int, Transform>::const_reverse_iterator iter=groundTruth.rbegin(); iter!=groundTruth.rend(); ++iter)
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{
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std::map<int, Transform>::iterator iter2 = poses.find(iter->first);
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if(iter2!=poses.end())
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{
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rootId = iter->first;
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break;
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}
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}
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}
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if(rootId>0)
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{
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t = groundTruth.at(rootId) * poses.at(rootId).inverse();
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for(std::map<int, Transform>::iterator iter=poses.begin(); iter!=poses.end(); ++iter)
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{
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iter->second = t * iter->second;
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}
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iter->second = t * iter->second;
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}
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}
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UDEBUG("t=%s", t.prettyPrint().c_str());
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@@ -164,6 +164,7 @@ PreferencesDialog::PreferencesDialog(QWidget * parent) :
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_ui->reextract_type->setItemData(6, 0, Qt::UserRole - 1);
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#endif
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}
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_ui->comboBox_cameraImages_gtFormat->setItemData(4, 0, Qt::UserRole - 1);
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if(!Optimizer::isAvailable(Optimizer::kTypeG2O))
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{
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_ui->graphOptimization_type->setItemData(1, 0, Qt::UserRole - 1);
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@@ -63,9 +63,9 @@
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<property name="geometry">
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<rect>
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<x>0</x>
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<y>-946</y>
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<width>676</width>
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<height>1919</height>
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<y>-499</y>
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<width>680</width>
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<height>1171</height>
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</rect>
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</property>
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<layout class="QVBoxLayout" name="verticalLayout_16">
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@@ -3434,6 +3434,16 @@ when using the file type, logs are saved in LogRtabmap.txt (located in the worki
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<string>TORO</string>
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</property>
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</item>
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<item>
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<property name="text">
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<string>g2o</string>
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</property>
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</item>
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<item>
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<property name="text">
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<string>GPS</string>
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</property>
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</item>
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</widget>
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</item>
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<item row="4" column="2">
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@@ -625,7 +625,7 @@ inline bool uIsDigit(const char c)
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}
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/**
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* Check if a string is a interger number.
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* Check if a string is a integer number.
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* @param str the string
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* @return true if the string is a integer number
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*/
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@@ -634,11 +634,31 @@ inline bool uIsInteger(const std::string & str)
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bool isInteger = str.size()!=0;
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for(unsigned int i=0; i<str.size() && isInteger; ++i)
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{
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isInteger = uIsDigit(str[i]);
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isInteger = i==0&&str[i]=='-'||uIsDigit(str[i]);
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}
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return isInteger;
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}
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/**
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* Check if a string is a number (integer or float).
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* @param str the string
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* @return true if the string is a number
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*/
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inline bool uIsNumber(const std::string & str)
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{
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std::list<std::string> list = uSplit(str, '.');
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if(list.size() == 1)
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{
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return uIsInteger(str);
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}
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else if(list.size() == 2)
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{
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return uIsInteger(list.front()) && uIsInteger(list.back());
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}
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return false;
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}
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/**
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* Split a string into number and character strings.
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* Example:
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