SensorData.cpp

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/*
Copyright (c) 2010-2016, Mathieu Labbe - IntRoLab - Universite de Sherbrooke
All rights reserved.

Redistribution and use in source and binary forms, with or without
modification, are permitted provided that the following conditions are met:
    * Redistributions of source code must retain the above copyright
      notice, this list of conditions and the following disclaimer.
    * Redistributions in binary form must reproduce the above copyright
      notice, this list of conditions and the following disclaimer in the
      documentation and/or other materials provided with the distribution.
    * Neither the name of the Universite de Sherbrooke nor the
      names of its contributors may be used to endorse or promote products
      derived from this software without specific prior written permission.

THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND
ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED
WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
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(INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
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*/


#include "rtabmap/core/SensorData.h"
#include "rtabmap/core/Compression.h"
#include "rtabmap/core/util3d_transforms.h"
#include "rtabmap/utilite/ULogger.h"
#include <rtabmap/utilite/UMath.h>
#include <rtabmap/utilite/UConversion.h>

namespace rtabmap
{

// empty constructor
SensorData::SensorData() :
                _id(0),
                _stamp(0.0),
                _cellSize(0.0f)
{
}

// Appearance-only constructor
SensorData::SensorData(
                const cv::Mat & image,
                int id,
                double stamp,
                const cv::Mat & userData) :
                _id(id),
                _stamp(stamp),
                _cellSize(0.0f)
{
        if(image.rows == 1)
        {
                UASSERT(image.type() == CV_8UC1); // Bytes
                _imageCompressed = image;
        }
        else if(!image.empty())
        {
                UASSERT(image.type() == CV_8UC1 || // Mono
                                image.type() == CV_8UC3);  // RGB
                _imageRaw = image;
        }

         if(userData.type() == CV_8UC1 &&  userData.rows == 1 && userData.cols > int(3*sizeof(int))) // Bytes
        {
                _userDataCompressed = userData; // assume compressed
        }
        else
        {
                _userDataRaw = userData;
        }
}

// Mono constructor
SensorData::SensorData(
                const cv::Mat & image,
                const CameraModel & cameraModel,
                int id,
                double stamp,
                const cv::Mat & userData) :
                _id(id),
                _stamp(stamp),
                _cameraModels(std::vector<CameraModel>(1, cameraModel)),
                _cellSize(0.0f)
{
        if(image.rows == 1)
        {
                UASSERT(image.type() == CV_8UC1); // Bytes
                _imageCompressed = image;
        }
        else if(!image.empty())
        {
                UASSERT(image.type() == CV_8UC1 || // Mono
                                image.type() == CV_8UC3);  // RGB
                _imageRaw = image;
        }

         if(userData.type() == CV_8UC1 &&  userData.rows == 1 && userData.cols > int(3*sizeof(int))) // Bytes
        {
                _userDataCompressed = userData; // assume compressed
        }
        else
        {
                _userDataRaw = userData;
        }
}

// RGB-D constructor
SensorData::SensorData(
                const cv::Mat & rgb,
                const cv::Mat & depth,
                const CameraModel & cameraModel,
                int id,
                double stamp,
                const cv::Mat & userData) :
                _id(id),
                _stamp(stamp),
                _cameraModels(std::vector<CameraModel>(1, cameraModel)),
                _cellSize(0.0f)
{
        if(rgb.rows == 1)
        {
                UASSERT(rgb.type() == CV_8UC1); // Bytes
                _imageCompressed = rgb;
        }
        else if(!rgb.empty())
        {
                UASSERT(rgb.type() == CV_8UC1 || // Mono
                                rgb.type() == CV_8UC3);  // RGB
                _imageRaw = rgb;
        }

        if(depth.rows == 1)
        {
                UASSERT(depth.type() == CV_8UC1); // Bytes
                _depthOrRightCompressed = depth;
        }
        else if(!depth.empty())
        {
                UASSERT(depth.type() == CV_32FC1 || // Depth in meter
                                depth.type() == CV_16UC1); // Depth in millimetre
                _depthOrRightRaw = depth;
        }

         if(userData.type() == CV_8UC1 &&  userData.rows == 1 && userData.cols > int(3*sizeof(int))) // Bytes
        {
                _userDataCompressed = userData; // assume compressed
        }
        else
        {
                _userDataRaw = userData;
        }
}

// RGB-D constructor + laser scan
SensorData::SensorData(
                const LaserScan & laserScan,
                const cv::Mat & rgb,
                const cv::Mat & depth,
                const CameraModel & cameraModel,
                int id,
                double stamp,
                const cv::Mat & userData) :
                _id(id),
                _stamp(stamp),
                _cameraModels(std::vector<CameraModel>(1, cameraModel)),
                _cellSize(0.0f)
{
        if(rgb.rows == 1)
        {
                UASSERT(rgb.type() == CV_8UC1); // Bytes
                _imageCompressed = rgb;
        }
        else if(!rgb.empty())
        {
                UASSERT(rgb.type() == CV_8UC1 || // Mono
                                rgb.type() == CV_8UC3);  // RGB
                _imageRaw = rgb;
        }
        if(depth.rows == 1)
        {
                UASSERT(depth.type() == CV_8UC1); // Bytes
                _depthOrRightCompressed = depth;
        }
        else if(!depth.empty())
        {
                UASSERT(depth.type() == CV_32FC1 || // Depth in meter
                                depth.type() == CV_16UC1); // Depth in millimetre
                _depthOrRightRaw = depth;
        }

        if(!laserScan.isCompressed())
        {
                _laserScanRaw = laserScan;
        }
        else
        {
                _laserScanCompressed = laserScan;
        }

         if(userData.type() == CV_8UC1 &&  userData.rows == 1 && userData.cols > int(3*sizeof(int))) // Bytes
        {
                _userDataCompressed = userData; // assume compressed
        }
        else
        {
                _userDataRaw = userData;
        }
}

// Multi-cameras RGB-D constructor
SensorData::SensorData(
                const cv::Mat & rgb,
                const cv::Mat & depth,
                const std::vector<CameraModel> & cameraModels,
                int id,
                double stamp,
                const cv::Mat & userData) :
                _id(id),
                _stamp(stamp),
                _cameraModels(cameraModels),
                _cellSize(0.0f)
{
        if(rgb.rows == 1)
        {
                UASSERT(rgb.type() == CV_8UC1); // Bytes
                _imageCompressed = rgb;
        }
        else if(!rgb.empty())
        {
                UASSERT(rgb.type() == CV_8UC1 || // Mono
                                rgb.type() == CV_8UC3);  // RGB
                _imageRaw = rgb;
        }
        if(depth.rows == 1)
        {
                UASSERT(depth.type() == CV_8UC1); // Bytes
                _depthOrRightCompressed = depth;
        }
        else if(!depth.empty())
        {
                UASSERT(depth.type() == CV_32FC1 || // Depth in meter
                                depth.type() == CV_16UC1); // Depth in millimetre
                _depthOrRightRaw = depth;
        }

         if(userData.type() == CV_8UC1 &&  userData.rows == 1 && userData.cols > int(3*sizeof(int))) // Bytes
        {
                _userDataCompressed = userData; // assume compressed
        }
        else
        {
                _userDataRaw = userData;
        }
}

// Multi-cameras RGB-D constructor + laser scan
SensorData::SensorData(
                const LaserScan & laserScan,
                const cv::Mat & rgb,
                const cv::Mat & depth,
                const std::vector<CameraModel> & cameraModels,
                int id,
                double stamp,
                const cv::Mat & userData) :
                _id(id),
                _stamp(stamp),
                _cameraModels(cameraModels),
                _cellSize(0.0f)
{
        if(rgb.rows == 1)
        {
                UASSERT(rgb.type() == CV_8UC1); // Bytes
                _imageCompressed = rgb;
        }
        else if(!rgb.empty())
        {
                UASSERT(rgb.type() == CV_8UC1 || // Mono
                                rgb.type() == CV_8UC3);  // RGB
                _imageRaw = rgb;
        }
        if(depth.rows == 1)
        {
                UASSERT(depth.type() == CV_8UC1); // Bytes
                _depthOrRightCompressed = depth;
        }
        else if(!depth.empty())
        {
                UASSERT(depth.type() == CV_32FC1 || // Depth in meter
                                depth.type() == CV_16UC1); // Depth in millimetre
                _depthOrRightRaw = depth;
        }

        if(!laserScan.isCompressed())
        {
                _laserScanRaw = laserScan;
        }
        else
        {
                _laserScanCompressed = laserScan;
        }

         if(userData.type() == CV_8UC1 &&  userData.rows == 1 && userData.cols > int(3*sizeof(int))) // Bytes
        {
                _userDataCompressed = userData; // assume compressed
        }
        else
        {
                _userDataRaw = userData;
        }
}

// Stereo constructor
SensorData::SensorData(
                const cv::Mat & left,
                const cv::Mat & right,
                const StereoCameraModel & cameraModel,
                int id,
                double stamp,
                const cv::Mat & userData):
                _id(id),
                _stamp(stamp),
                _stereoCameraModel(cameraModel),
                _cellSize(0.0f)
{
        if(left.rows == 1)
        {
                UASSERT(left.type() == CV_8UC1); // Bytes
                _imageCompressed = left;
        }
        else if(!left.empty())
        {
                UASSERT(left.type() == CV_8UC1 || // Mono
                                left.type() == CV_8UC3 || // RGB
                                left.type() == CV_16UC1); // IR
                _imageRaw = left;
        }
        if(right.rows == 1)
        {
                UASSERT(right.type() == CV_8UC1); // Bytes
                _depthOrRightCompressed = right;
        }
        else if(!right.empty())
        {
                UASSERT(right.type() == CV_8UC1 || // Mono
                                right.type() == CV_16UC1);  // IR
                _depthOrRightRaw = right;
        }

         if(userData.type() == CV_8UC1 &&  userData.rows == 1 && userData.cols > int(3*sizeof(int))) // Bytes
        {
                _userDataCompressed = userData; // assume compressed
        }
        else
        {
                _userDataRaw = userData;
        }

}

// Stereo constructor + 2d laser scan
SensorData::SensorData(
                const LaserScan & laserScan,
                const cv::Mat & left,
                const cv::Mat & right,
                const StereoCameraModel & cameraModel,
                int id,
                double stamp,
                const cv::Mat & userData) :
                _id(id),
                _stamp(stamp),
                _stereoCameraModel(cameraModel),
                _cellSize(0.0f)
{
        if(left.rows == 1)
        {
                UASSERT(left.type() == CV_8UC1); // Bytes
                _imageCompressed = left;
        }
        else if(!left.empty())
        {
                UASSERT(left.type() == CV_8UC1 || // Mono
                                left.type() == CV_8UC3);  // RGB
                _imageRaw = left;
        }
        if(right.rows == 1)
        {
                UASSERT(right.type() == CV_8UC1); // Bytes
                _depthOrRightCompressed = right;
        }
        else if(!right.empty())
        {
                UASSERT(right.type() == CV_8UC1); // Mono
                _depthOrRightRaw = right;
        }

        if(!laserScan.isCompressed())
        {
                _laserScanRaw = laserScan;
        }
        else
        {
                _laserScanCompressed = laserScan;
        }

         if(userData.type() == CV_8UC1 &&  userData.rows == 1 && userData.cols > int(3*sizeof(int))) // Bytes
        {
                _userDataCompressed = userData; // assume compressed
        }
        else
        {
                _userDataRaw = userData;
        }
}

SensorData::SensorData(
        const IMU & imu,
        int id,
        double stamp) :
                _id(id),
                _stamp(stamp),
                _cellSize(0.0f)
{
        imu_ = imu;
}

SensorData::~SensorData()
{
}

void SensorData::setUserDataRaw(const cv::Mat & userDataRaw)
{
        if(!userDataRaw.empty() && !_userDataRaw.empty())
        {
                UWARN("Cannot write new user data (%d bytes) over existing user "
                          "data (%d bytes, %d compressed). Set user data of %d to null "
                          "before setting a new one.",
                          int(userDataRaw.total()*userDataRaw.elemSize()),
                          int(_userDataRaw.total()*_userDataRaw.elemSize()),
                          _userDataCompressed.cols,
                          this->id());
                return;
        }
        _userDataRaw = userDataRaw;
}

void SensorData::setUserData(const cv::Mat & userData)
{
        if(!userData.empty() && (!_userDataCompressed.empty() || !_userDataRaw.empty()))
        {
                UWARN("Cannot write new user data (%d bytes) over existing user "
                          "data (%d bytes, %d compressed). Set user data of %d to null "
                          "before setting a new one.",
                          int(userData.total()*userData.elemSize()),
                          int(_userDataRaw.total()*_userDataRaw.elemSize()),
                          _userDataCompressed.cols,
                          this->id());
                return;
        }
        _userDataRaw = cv::Mat();
        _userDataCompressed = cv::Mat();

        if(!userData.empty())
        {
                 if(userData.type() == CV_8UC1 &&  userData.rows == 1 && userData.cols > int(3*sizeof(int))) // Bytes
                {
                        _userDataCompressed = userData; // assume compressed
                }
                else
                {
                        _userDataRaw = userData;
                        _userDataCompressed = compressData2(userData);
                }
        }
}

void SensorData::setOccupancyGrid(
                        const cv::Mat & ground,
                        const cv::Mat & obstacles,
                        const cv::Mat & empty,
                        float cellSize,
                        const cv::Point3f & viewPoint)
{
        UDEBUG("ground=%d obstacles=%d empty=%d", ground.cols, obstacles.cols, empty.cols);
        if((!ground.empty() && (!_groundCellsCompressed.empty() || !_groundCellsRaw.empty())) ||
           (!obstacles.empty() && (!_obstacleCellsCompressed.empty() || !_obstacleCellsRaw.empty())) ||
           (!empty.empty() && (!_emptyCellsCompressed.empty() || !_emptyCellsRaw.empty())))
        {
                UWARN("Occupancy grid cannot be overwritten! id=%d", this->id());
                return;
        }

        _groundCellsRaw = cv::Mat();
        _groundCellsCompressed = cv::Mat();
        _obstacleCellsRaw = cv::Mat();
        _obstacleCellsCompressed = cv::Mat();
        _emptyCellsRaw = cv::Mat();
        _emptyCellsCompressed = cv::Mat();

        CompressionThread ctGround(ground);
        CompressionThread ctObstacles(obstacles);
        CompressionThread ctEmpty(empty);

        if(!ground.empty())
        {
                if(ground.type() == CV_32FC2 || ground.type() == CV_32FC3 || ground.type() == CV_32FC(4) || ground.type() == CV_32FC(5) || ground.type() == CV_32FC(6) || ground.type() == CV_32FC(7))
                {
                        _groundCellsRaw = ground;
                        ctGround.start();
                }
                else if(ground.type() == CV_8UC1)
                {
                        UASSERT(ground.type() == CV_8UC1); // Bytes
                        _groundCellsCompressed = ground;
                }
        }
        if(!obstacles.empty())
        {
                if(obstacles.type() == CV_32FC2 || obstacles.type() == CV_32FC3 || obstacles.type() == CV_32FC(4) || obstacles.type() == CV_32FC(5) || obstacles.type() == CV_32FC(6) || obstacles.type() == CV_32FC(7))
                {
                        _obstacleCellsRaw = obstacles;
                        ctObstacles.start();
                }
                else if(obstacles.type() == CV_8UC1)
                {
                        UASSERT(obstacles.type() == CV_8UC1); // Bytes
                        _obstacleCellsCompressed = obstacles;
                }
        }
        if(!empty.empty())
        {
                if(empty.type() == CV_32FC2 || empty.type() == CV_32FC3 || empty.type() == CV_32FC(4) || empty.type() == CV_32FC(5) || empty.type() == CV_32FC(6) || empty.type() == CV_32FC(7))
                {
                        _emptyCellsRaw = empty;
                        ctEmpty.start();
                }
                else if(empty.type() == CV_8UC1)
                {
                        UASSERT(empty.type() == CV_8UC1); // Bytes
                        _emptyCellsCompressed = empty;
                }
        }
        ctGround.join();
        ctObstacles.join();
        ctEmpty.join();
        if(!_groundCellsRaw.empty())
        {
                _groundCellsCompressed = ctGround.getCompressedData();
        }
        if(!_obstacleCellsRaw.empty())
        {
                _obstacleCellsCompressed = ctObstacles.getCompressedData();
        }
        if(!_emptyCellsRaw.empty())
        {
                _emptyCellsCompressed = ctEmpty.getCompressedData();
        }

        _cellSize = cellSize;
        _viewPoint = viewPoint;
}

void SensorData::uncompressData()
{
        cv::Mat tmpA, tmpB, tmpD, tmpE, tmpF, tmpG;
        LaserScan tmpC;
        uncompressData(_imageCompressed.empty()?0:&tmpA,
                                _depthOrRightCompressed.empty()?0:&tmpB,
                                _laserScanCompressed.isEmpty()?0:&tmpC,
                                _userDataCompressed.empty()?0:&tmpD,
                                _groundCellsCompressed.empty()?0:&tmpE,
                                _obstacleCellsCompressed.empty()?0:&tmpF,
                                _emptyCellsCompressed.empty()?0:&tmpG);
}

void SensorData::uncompressData(
                cv::Mat * imageRaw,
                cv::Mat * depthRaw,
                LaserScan * laserScanRaw,
                cv::Mat * userDataRaw,
                cv::Mat * groundCellsRaw,
                cv::Mat * obstacleCellsRaw,
                cv::Mat * emptyCellsRaw)
{
        UDEBUG("%d data(%d,%d,%d,%d,%d,%d,%d)", this->id(), imageRaw?1:0, depthRaw?1:0, laserScanRaw?1:0, userDataRaw?1:0, groundCellsRaw?1:0, obstacleCellsRaw?1:0, emptyCellsRaw?1:0);
        if(imageRaw == 0 &&
                depthRaw == 0 &&
                laserScanRaw == 0 &&
                userDataRaw == 0 &&
                groundCellsRaw == 0 &&
                obstacleCellsRaw == 0 &&
                emptyCellsRaw == 0)
        {
                return;
        }
        uncompressDataConst(
                        imageRaw,
                        depthRaw,
                        laserScanRaw,
                        userDataRaw,
                        groundCellsRaw,
                        obstacleCellsRaw,
                        emptyCellsRaw);

        if(imageRaw && !imageRaw->empty() && _imageRaw.empty())
        {
                _imageRaw = *imageRaw;
                //backward compatibility, set image size in camera model if not set
                if(!_imageRaw.empty() && _cameraModels.size())
                {
                        cv::Size size(_imageRaw.cols/_cameraModels.size(), _imageRaw.rows);
                        for(unsigned int i=0; i<_cameraModels.size(); ++i)
                        {
                                if(_cameraModels[i].fx() && _cameraModels[i].fy() && _cameraModels[i].imageWidth() == 0)
                                {
                                        _cameraModels[i].setImageSize(size);
                                }
                        }
                }
        }
        if(depthRaw && !depthRaw->empty() && _depthOrRightRaw.empty())
        {
                _depthOrRightRaw = *depthRaw;
        }
        if(laserScanRaw && !laserScanRaw->isEmpty() && _laserScanRaw.isEmpty())
        {
                _laserScanRaw = *laserScanRaw;
                if(_laserScanCompressed.format() == LaserScan::kUnknown)
                {
                        _laserScanCompressed = LaserScan(_laserScanCompressed.data(), _laserScanCompressed.maxPoints(), _laserScanCompressed.maxRange(), _laserScanRaw.format(), _laserScanCompressed.localTransform());
                }
        }
        if(userDataRaw && !userDataRaw->empty() && _userDataRaw.empty())
        {
                _userDataRaw = *userDataRaw;
        }
        if(groundCellsRaw && !groundCellsRaw->empty() && _groundCellsRaw.empty())
        {
                _groundCellsRaw = *groundCellsRaw;
        }
        if(obstacleCellsRaw && !obstacleCellsRaw->empty() && _obstacleCellsRaw.empty())
        {
                _obstacleCellsRaw = *obstacleCellsRaw;
        }
        if(emptyCellsRaw && !emptyCellsRaw->empty() && _emptyCellsRaw.empty())
        {
                _emptyCellsRaw = *emptyCellsRaw;
        }
}

void SensorData::uncompressDataConst(
                cv::Mat * imageRaw,
                cv::Mat * depthRaw,
                LaserScan * laserScanRaw,
                cv::Mat * userDataRaw,
                cv::Mat * groundCellsRaw,
                cv::Mat * obstacleCellsRaw,
                cv::Mat * emptyCellsRaw) const
{
        if(imageRaw)
        {
                *imageRaw = _imageRaw;
        }
        if(depthRaw)
        {
                *depthRaw = _depthOrRightRaw;
        }
        if(laserScanRaw)
        {
                *laserScanRaw = _laserScanRaw;
        }
        if(userDataRaw)
        {
                *userDataRaw = _userDataRaw;
        }
        if(groundCellsRaw)
        {
                *groundCellsRaw = _groundCellsRaw;
        }
        if(obstacleCellsRaw)
        {
                *obstacleCellsRaw = _obstacleCellsRaw;
        }
        if(emptyCellsRaw)
        {
                *emptyCellsRaw = _emptyCellsRaw;
        }
        if( (imageRaw && imageRaw->empty()) ||
                (depthRaw && depthRaw->empty()) ||
                (laserScanRaw && laserScanRaw->isEmpty()) ||
                (userDataRaw && userDataRaw->empty()) ||
                (groundCellsRaw && groundCellsRaw->empty()) ||
                (obstacleCellsRaw && obstacleCellsRaw->empty()) ||
                (emptyCellsRaw && emptyCellsRaw->empty()))
        {
                rtabmap::CompressionThread ctImage(_imageCompressed, true);
                rtabmap::CompressionThread ctDepth(_depthOrRightCompressed, true);
                rtabmap::CompressionThread ctLaserScan(_laserScanCompressed.data(), false);
                rtabmap::CompressionThread ctUserData(_userDataCompressed, false);
                rtabmap::CompressionThread ctGroundCells(_groundCellsCompressed, false);
                rtabmap::CompressionThread ctObstacleCells(_obstacleCellsCompressed, false);
                rtabmap::CompressionThread ctEmptyCells(_emptyCellsCompressed, false);
                if(imageRaw && imageRaw->empty() && !_imageCompressed.empty())
                {
                        UASSERT(_imageCompressed.type() == CV_8UC1);
                        ctImage.start();
                }
                if(depthRaw && depthRaw->empty() && !_depthOrRightCompressed.empty())
                {
                        UASSERT(_depthOrRightCompressed.type() == CV_8UC1);
                        ctDepth.start();
                }
                if(laserScanRaw && laserScanRaw->isEmpty() && !_laserScanCompressed.isEmpty())
                {
                        UASSERT(_laserScanCompressed.isCompressed());
                        ctLaserScan.start();
                }
                if(userDataRaw && userDataRaw->empty() && !_userDataCompressed.empty())
                {
                        UASSERT(_userDataCompressed.type() == CV_8UC1);
                        ctUserData.start();
                }
                if(groundCellsRaw && groundCellsRaw->empty() && !_groundCellsCompressed.empty())
                {
                        UASSERT(_groundCellsCompressed.type() == CV_8UC1);
                        ctGroundCells.start();
                }
                if(obstacleCellsRaw && obstacleCellsRaw->empty() && !_obstacleCellsCompressed.empty())
                {
                        UASSERT(_obstacleCellsCompressed.type() == CV_8UC1);
                        ctObstacleCells.start();
                }
                if(emptyCellsRaw && emptyCellsRaw->empty() && !_emptyCellsCompressed.empty())
                {
                        UASSERT(_emptyCellsCompressed.type() == CV_8UC1);
                        ctEmptyCells.start();
                }
                ctImage.join();
                ctDepth.join();
                ctLaserScan.join();
                ctUserData.join();
                ctGroundCells.join();
                ctObstacleCells.join();
                ctEmptyCells.join();

                if(imageRaw && imageRaw->empty())
                {
                        *imageRaw = ctImage.getUncompressedData();
                        if(imageRaw->empty())
                        {
                                if(_imageCompressed.empty())
                                {
                                        UWARN("Requested raw image data, but the sensor data (%d) doesn't have image.", this->id());
                                }
                                else
                                {
                                        UERROR("Requested image data, but failed to uncompress (%d).", this->id());
                                }
                        }
                }
                if(depthRaw && depthRaw->empty())
                {
                        *depthRaw = ctDepth.getUncompressedData();
                        if(depthRaw->empty())
                        {
                                if(_depthOrRightCompressed.empty())
                                {
                                        UWARN("Requested depth/right image data, but the sensor data (%d) doesn't have depth/right image.", this->id());
                                }
                                else
                                {
                                        UERROR("Requested depth/right image data, but failed to uncompress (%d).", this->id());
                                }
                        }
                }
                if(laserScanRaw && laserScanRaw->isEmpty())
                {
                        *laserScanRaw = LaserScan(ctLaserScan.getUncompressedData(), _laserScanCompressed.maxPoints(), _laserScanCompressed.maxRange(), _laserScanCompressed.format(), _laserScanCompressed.localTransform());

                        if(laserScanRaw->isEmpty())
                        {
                                if(_laserScanCompressed.isEmpty())
                                {
                                        UWARN("Requested laser scan data, but the sensor data (%d) doesn't have laser scan.", this->id());
                                }
                                else
                                {
                                        UERROR("Requested laser scan data, but failed to uncompress (%d).", this->id());
                                }
                        }
                }
                if(userDataRaw && userDataRaw->empty())
                {
                        *userDataRaw = ctUserData.getUncompressedData();

                        if(userDataRaw->empty())
                        {
                                if(_userDataCompressed.empty())
                                {
                                        UWARN("Requested user data, but the sensor data (%d) doesn't have user data.", this->id());
                                }
                                else
                                {
                                        UERROR("Requested user data, but failed to uncompress (%d).", this->id());
                                }
                        }
                }
                if(groundCellsRaw && groundCellsRaw->empty())
                {
                        *groundCellsRaw = ctGroundCells.getUncompressedData();
                }
                if(obstacleCellsRaw && obstacleCellsRaw->empty())
                {
                        *obstacleCellsRaw = ctObstacleCells.getUncompressedData();
                }
                if(emptyCellsRaw && emptyCellsRaw->empty())
                {
                        *emptyCellsRaw = ctEmptyCells.getUncompressedData();
                }
        }
}

void SensorData::setFeatures(const std::vector<cv::KeyPoint> & keypoints, const std::vector<cv::Point3f> & keypoints3D, const cv::Mat & descriptors)
{
        UASSERT_MSG(keypoints3D.empty() || keypoints.size() == keypoints3D.size(), uFormat("keypoints=%d keypoints3D=%d", (int)keypoints.size(), (int)keypoints3D.size()).c_str());
        UASSERT_MSG(descriptors.empty() || (int)keypoints.size() == descriptors.rows, uFormat("keypoints=%d descriptors=%d", (int)keypoints.size(), descriptors.rows).c_str());
        _keypoints = keypoints;
        _keypoints3D = keypoints3D;
        _descriptors = descriptors;
}

long SensorData::getMemoryUsed() const // Return memory usage in Bytes
{
        return _imageCompressed.total()*_imageCompressed.elemSize() +
                        _imageRaw.total()*_imageRaw.elemSize() +
                        _depthOrRightCompressed.total()*_depthOrRightCompressed.elemSize() +
                        _depthOrRightRaw.total()*_depthOrRightRaw.elemSize() +
                        _userDataCompressed.total()*_userDataCompressed.elemSize() +
                        _userDataRaw.total()*_userDataRaw.elemSize() +
                        _laserScanCompressed.data().total()*_laserScanCompressed.data().elemSize() +
                        _laserScanRaw.data().total()*_laserScanRaw.data().elemSize() +
                        _groundCellsCompressed.total()*_groundCellsCompressed.elemSize() +
                        _groundCellsRaw.total()*_groundCellsRaw.elemSize() +
                        _obstacleCellsCompressed.total()*_obstacleCellsCompressed.elemSize() +
                        _obstacleCellsRaw.total()*_obstacleCellsRaw.elemSize()+
                        _emptyCellsCompressed.total()*_emptyCellsCompressed.elemSize() +
                        _emptyCellsRaw.total()*_emptyCellsRaw.elemSize()+
                        _keypoints.size() * sizeof(float) * 7 +
                        _keypoints3D.size() * sizeof(float)*3 +
                        _descriptors.total()*_descriptors.elemSize();
}

bool SensorData::isPointVisibleFromCameras(const cv::Point3f & pt) const
{
        if(_cameraModels.size() >= 1)
        {
                for(unsigned int i=0; i<_cameraModels.size(); ++i)
                {
                        if(_cameraModels[i].isValidForProjection() && !_cameraModels[i].localTransform().isNull())
                        {
                                cv::Point3f ptInCameraFrame = util3d::transformPoint(pt, _cameraModels[i].localTransform().inverse());
                                if(ptInCameraFrame.z > 0.0f)
                                {
                                        int borderWidth = int(float(_cameraModels[i].imageWidth())* 0.2);
                                        int u, v;
                                        _cameraModels[i].reproject(ptInCameraFrame.x, ptInCameraFrame.y, ptInCameraFrame.z, u, v);
                                        if(uIsInBounds(u, borderWidth, _cameraModels[i].imageWidth()-2*borderWidth) &&
                                           uIsInBounds(v, borderWidth, _cameraModels[i].imageHeight()-2*borderWidth))
                                        {
                                                return true;
                                        }
                                }
                        }
                }
        }
        else if(_stereoCameraModel.isValidForProjection())
        {
                cv::Point3f ptInCameraFrame = util3d::transformPoint(pt, _stereoCameraModel.localTransform().inverse());
                if(ptInCameraFrame.z > 0.0f)
                {
                        int u, v;
                        _stereoCameraModel.left().reproject(ptInCameraFrame.x, ptInCameraFrame.y, ptInCameraFrame.z, u, v);
                        return uIsInBounds(u, 0, _stereoCameraModel.left().imageWidth()) &&
                                   uIsInBounds(v, 0, _stereoCameraModel.left().imageHeight());
                }
        }
        else
        {
                UERROR("no valid camera model!");
        }
        return false;
}

} // namespace rtabmap