mirror of
https://github.com/introlab/rtabmap.git
synced 2026-10-04 00:57:46 +08:00
Merge 6dfebed2d8 into 1fe713cc1f
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+1
-1
@@ -22,7 +22,7 @@ SET(CMAKE_MODULE_PATH "${PROJECT_SOURCE_DIR}/cmake_modules")
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#######################
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SET(RTABMAP_MAJOR_VERSION 0)
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SET(RTABMAP_MINOR_VERSION 23)
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SET(RTABMAP_PATCH_VERSION 11)
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SET(RTABMAP_PATCH_VERSION 12)
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SET(RTABMAP_VERSION
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${RTABMAP_MAJOR_VERSION}.${RTABMAP_MINOR_VERSION}.${RTABMAP_PATCH_VERSION})
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@@ -847,6 +847,7 @@ private:
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bool _stereoFromMotion;
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unsigned int _imagePreDecimation;
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unsigned int _imagePostDecimation;
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bool _legacyDecimatedOctave;
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bool _compressionParallelized;
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float _laserScanDownsampleStepSize;
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float _laserScanVoxelSize;
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+31
-4
@@ -101,6 +101,7 @@ Memory::Memory(const ParametersMap & parameters) :
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_stereoFromMotion(Parameters::defaultMemStereoFromMotion()),
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_imagePreDecimation(Parameters::defaultMemImagePreDecimation()),
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_imagePostDecimation(Parameters::defaultMemImagePostDecimation()),
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_legacyDecimatedOctave(false),
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_compressionParallelized(Parameters::defaultMemCompressionParallelized()),
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_laserScanDownsampleStepSize(Parameters::defaultMemLaserScanDownsampleStepSize()),
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_laserScanVoxelSize(Parameters::defaultMemLaserScanVoxelSize()),
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@@ -220,6 +221,23 @@ bool Memory::init(const std::string & dbUrl, bool dbOverwritten, const Parameter
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if(_dbDriver->openConnection(dbUrl, dbOverwritten, isReadOnly()))
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{
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success = true;
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// Before 0.23.12 the octave of a keypoint scaled into a decimated image was
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// moved the wrong way, which changes the pyramid level its descriptor is
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// taken from. A map filled that way stays self-consistent only if we keep
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// filling it that way; a new one gets the corrected scaling.
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_legacyDecimatedOctave =
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uStrNumCmp(_dbDriver->getDatabaseVersion(), "0.23.12") < 0;
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// Only where the descriptors stored in the map end up different: keypoints
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// from odometry, scaled into the pre-decimated image before being described.
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if(_legacyDecimatedOctave && _useOdometryFeatures && _imagePreDecimation > 1)
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{
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UWARN("Database \"%s\" was created by version %s, before the octave of "
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"decimated keypoints was corrected (0.23.12). Its features keep "
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"being described the old way so that they stay comparable with "
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"those already in it.",
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dbUrl.c_str(), _dbDriver->getDatabaseVersion().c_str());
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}
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if(postInitClosingEvents) UEventsManager::post(new RtabmapEventInit(std::string("Connecting to database \"") + dbUrl + "\", done!"));
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}
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else
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@@ -5660,7 +5678,13 @@ Signature * Memory::createSignature(const SensorData & inputData, const Transfor
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if(_imagePreDecimation > 1 || useProvided3dPoints)
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{
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float decimationRatio = 1.0f / float(_imagePreDecimation);
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double log2value = log(double(_imagePreDecimation))/log(2.0);
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// The octave a feature was found at moves with the image it is
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// expressed in, by the same ratio as its position: a decimated
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// image is already that many pyramid levels down, so scaling the
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// keypoints into it lowers their octave. Databases older than
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// 0.23.12 were filled with it raised instead; see _legacyDecimatedOctave.
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double log2value = log(double(_legacyDecimatedOctave?
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double(_imagePreDecimation):double(decimationRatio)))/log(2.0);
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for(unsigned int i=0; i < keypoints.size(); ++i)
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{
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cv::KeyPoint & kpt = keypoints[i];
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@@ -5669,7 +5693,10 @@ Signature * Memory::createSignature(const SensorData & inputData, const Transfor
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kpt.pt.x *= decimationRatio;
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kpt.pt.y *= decimationRatio;
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kpt.size *= decimationRatio;
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kpt.octave += log2value;
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// Never below the finest level of the image it is now
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// expressed in: the detail it was found at is not in there
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// any more, and ORB refuses a negative octave outright.
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kpt.octave = std::max(0, int(kpt.octave + log2value));
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}
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if(useProvided3dPoints)
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{
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@@ -6246,7 +6273,7 @@ Signature * Memory::createSignature(const SensorData & inputData, const Transfor
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UASSERT(keypoints3D.size() == 0 || keypoints3D.size() == wordIds.size());
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unsigned int i=0;
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float decimationRatio = float(preDecimation) / float(_imagePostDecimation);
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double log2value = log(double(preDecimation))/log(2.0);
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double log2value = log(double(decimationRatio))/log(2.0);
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for(std::list<int>::iterator iter=wordIds.begin(); iter!=wordIds.end() && i < keypoints.size(); ++iter, ++i)
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{
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cv::KeyPoint kpt = keypoints[i];
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@@ -6256,7 +6283,7 @@ Signature * Memory::createSignature(const SensorData & inputData, const Transfor
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kpt.pt.x *= decimationRatio;
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kpt.pt.y *= decimationRatio;
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kpt.size *= decimationRatio;
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kpt.octave += log2value;
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kpt.octave = std::max(0, int(kpt.octave + log2value));
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}
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words.insert(std::make_pair(*iter, words.size()));
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wordsKpts.push_back(kpt);
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@@ -779,6 +779,26 @@ Transform Odometry::process(SensorData & data, const Transform & guessIn, Odomet
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}
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// Features that came with the frame are placed in the full size image, while what
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// is about to be registered is the decimated one and the calibration that goes
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// with it, so bring them along. They are scaled back below with whatever the
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// registration returns, leaving the caller its own frame of reference.
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if(!decimatedData.keypoints().empty())
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{
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std::vector<cv::KeyPoint> decimatedKpts = decimatedData.keypoints();
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double log2value = log(double(_imageDecimation))/log(2.0);
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for(unsigned int i=0; i<decimatedKpts.size(); ++i)
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{
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decimatedKpts[i].pt.x /= _imageDecimation;
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decimatedKpts[i].pt.y /= _imageDecimation;
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decimatedKpts[i].size /= _imageDecimation;
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// Never below the finest level of the decimated image, which is as fine
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// as its detail goes; ORB refuses a negative octave outright.
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decimatedKpts[i].octave = std::max(0, int(decimatedKpts[i].octave - log2value));
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}
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decimatedData.setFeatures(decimatedKpts, decimatedData.keypoints3D(), decimatedData.descriptors());
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}
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// compute transform
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t = this->computeTransform(decimatedData, guess, info);
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@@ -817,7 +837,14 @@ Transform Odometry::process(SensorData & data, const Transform & guessIn, Odomet
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}
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}
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}
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else if(!data.imageRaw().empty() || !data.laserScanRaw().isEmpty() || (this->canProcessAsyncIMU() && !data.imu().empty()))
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// A frame that brings its own features carries no image, and a frame whose scene was
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// empty carries no feature either, so neither says whether there is a frame at all.
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// The calibration does: it is there when a camera produced this data.
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else if(!data.imageRaw().empty() ||
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!data.cameraModels().empty() ||
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!data.stereoCameraModels().empty() ||
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!data.laserScanRaw().isEmpty() ||
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(this->canProcessAsyncIMU() && !data.imu().empty()))
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{
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t = this->computeTransform(data, guess, info);
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}
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@@ -700,7 +700,7 @@ void SensorCaptureThread::postUpdate(SensorData * dataPtr, SensorCaptureInfo * i
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kpts[i].pt.x /= _imageDecimation;
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kpts[i].pt.y /= _imageDecimation;
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kpts[i].size /= _imageDecimation;
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kpts[i].octave -= log2value;
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kpts[i].octave = std::max(0, int(kpts[i].octave - log2value));
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}
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data.setFeatures(kpts, data.keypoints3D(), data.descriptors());
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}
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@@ -2844,6 +2844,144 @@ TEST_F(MemoryFixture, CreateSignatureAutoIncrementsIdWhenGenerateIdsOn)
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EXPECT_EQ(memory_->getLastSignatureId(), id1 + 1);
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}
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namespace {
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// Mem/ImagePreDecimation with keypoints provided by odometry: createSignature scales them
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// into the decimated image it describes them in, and back to the final image size after.
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// These parameters and this frame are what the four tests below vary the surroundings of.
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ParametersMap decimatedOctaveParams()
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{
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ParametersMap params = defaultMemoryParams();
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params[Parameters::kKpMaxFeatures()] = "100"; // let descriptors be extracted
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params[Parameters::kMemUseOdomFeatures()] = "true";
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params[Parameters::kMemImagePreDecimation()] = "2";
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params[Parameters::kMemImagePostDecimation()] = "1";
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params[Parameters::kRtabmapImagesAlreadyRectified()] = "true"; // skip rectification
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return params;
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}
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// One keypoint at @p octave, with its 3D point but no descriptor -- the missing descriptor
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// is what sends createSignature down the branch that describes provided keypoints from the
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// image. The image is big enough that the keypoint stays far from the border of the
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// decimated one, where a descriptor cannot be computed and the keypoint would be dropped.
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SensorData decimatedOctaveFrame(int octave)
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{
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cv::Mat image(256, 256, CV_8UC1);
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cv::RNG rng(7);
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rng.fill(image, cv::RNG::UNIFORM, 0, 255);
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const CameraModel model(100.0, 100.0, 128.0, 128.0,
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CameraModel::opticalRotation(), 0.0, cv::Size(256, 256));
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SensorData data;
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data.setRGBDImage(image, cv::Mat(), std::vector<CameraModel>{model});
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data.setId(0);
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cv::KeyPoint kpt(128.0f, 120.0f, 8.0f);
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kpt.octave = octave;
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data.setFeatures(std::vector<cv::KeyPoint>(1, kpt),
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std::vector<cv::Point3f>(1, cv::Point3f(0.0f, 0.0f, 1.0f)),
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cv::Mat());
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return data;
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}
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const cv::KeyPoint & theOnlyWord(const Memory & memory)
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{
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const Signature * s = memory.getSignature(memory.getLastSignatureId());
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UASSERT(s != 0 && s->getWordsKpts().size() == 1);
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return s->getWordsKpts()[0];
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}
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} // namespace
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TEST(MemoryTest, PreDecimationGivesBackProvidedKeypointsAsTheyCameIn)
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{
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// With no post-decimation the two conversions undo each other, which is the whole of
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// what this test knows: what comes out is what went in, the octave included -- it
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// moves down with the image and back up again, a decimated image being that many
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// pyramid levels down already.
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Memory memory(decimatedOctaveParams());
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const SensorData sent = decimatedOctaveFrame(2);
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SensorData data = sent;
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ASSERT_TRUE(memory.update(data, Transform(0, 0, 0, 0, 0, 0),
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cv::Mat::eye(6, 6, CV_64FC1) * 0.01));
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const cv::KeyPoint & word = theOnlyWord(memory);
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EXPECT_FLOAT_EQ(word.pt.x, sent.keypoints()[0].pt.x);
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EXPECT_FLOAT_EQ(word.pt.y, sent.keypoints()[0].pt.y);
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EXPECT_FLOAT_EQ(word.size, sent.keypoints()[0].size);
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EXPECT_EQ(word.octave, sent.keypoints()[0].octave);
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}
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TEST(MemoryTest, PreDecimationKeepsProvidedKeypointsAtTheFinestLevelAvailable)
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{
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// The same for a keypoint found at the finest level there is. Scaling it into a
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// decimated image would put it below level 0, which does not exist -- the detail it
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// was found at was decimated away -- and which ORB rejects outright rather than
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// describing. It stays at 0 instead, and so cannot come back at 0: the level it would
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// need to return to is the one that was lost.
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Memory memory(decimatedOctaveParams());
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const SensorData sent = decimatedOctaveFrame(0);
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SensorData data = sent;
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ASSERT_TRUE(memory.update(data, Transform(0, 0, 0, 0, 0, 0),
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cv::Mat::eye(6, 6, CV_64FC1) * 0.01));
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const cv::KeyPoint & word = theOnlyWord(memory);
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// Where it is and how big it is are unaffected, those having room to scale.
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EXPECT_FLOAT_EQ(word.pt.x, sent.keypoints()[0].pt.x);
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EXPECT_FLOAT_EQ(word.pt.y, sent.keypoints()[0].pt.y);
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EXPECT_FLOAT_EQ(word.size, sent.keypoints()[0].size);
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EXPECT_GE(word.octave, 0);
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}
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TEST(MemoryTest, PreDecimationOnANewDatabaseUsesTheCorrectedOctaveScaling)
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{
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// A database this version created is filled the corrected way. Worth its own test
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// because the choice is made from the database's version string: were that to come
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// back empty or unreadable, every map would silently be treated as an old one.
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const std::string dbPath = uniqueDbPath();
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Memory memory(decimatedOctaveParams());
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ASSERT_TRUE(memory.init(dbPath, true));
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SensorData data = decimatedOctaveFrame(2);
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ASSERT_TRUE(memory.update(data, Transform(0, 0, 0, 0, 0, 0),
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cv::Mat::eye(6, 6, CV_64FC1) * 0.01));
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EXPECT_EQ(theOnlyWord(memory).octave, 2);
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memory.close(false);
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UFile::erase(dbPath);
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}
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TEST(MemoryTest, PreDecimationOnAnOlderDatabaseKeepsTheScalingItWasFilledWith)
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{
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// A map made before 0.23.12 holds features described one pyramid level too coarse.
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// Adding to it keeps doing that, so that what goes in now can still be matched
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// against what is already there; the corrected scaling starts with a new map. Here
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// the octave comes back at 2+1+1 rather than 2-1+1.
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const std::string source =
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std::string(RTABMAP_TEST_DATA_ROOT) + "/tests/pr2_scan2d_corridor_50s.db";
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if(!UFile::exists(source))
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{
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GTEST_SKIP() << "Test data not found: " << source
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<< " (run scripts/fetch_test_data.sh to populate)";
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}
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const std::string dbPath = uniqueDbPath();
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UFile::copy(source, dbPath);
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Memory memory(decimatedOctaveParams());
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ASSERT_TRUE(memory.init(dbPath));
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ASSERT_LT(uStrNumCmp(memory.getDatabaseVersion(), "0.23.12"), 0)
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<< "this fixture is supposed to predate the correction";
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SensorData data = decimatedOctaveFrame(2);
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ASSERT_TRUE(memory.update(data, Transform(0, 0, 0, 0, 0, 0),
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cv::Mat::eye(6, 6, CV_64FC1) * 0.01));
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EXPECT_EQ(theOnlyWord(memory).octave, 4)
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<< "an older map has to keep being filled the way it was";
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memory.close(false);
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UFile::erase(dbPath);
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}
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TEST(MemoryTest, CreateSignaturePostDecimatesImageWhenPostDecimationGreaterThanOne)
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{
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// kMemImagePostDecimation > 1 causes createSignature to downsample the RGB image
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+1
-1
@@ -1,7 +1,7 @@
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<?xml version="1.0"?>
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<package format="2">
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<name>rtabmap</name>
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<version>0.23.11</version>
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<version>0.23.12</version>
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<description>RTAB-Map's standalone library. RTAB-Map is a RGB-D SLAM approach with real-time constraints.</description>
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<maintainer email="[email protected]">Mathieu Labbe</maintainer>
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<author>Mathieu Labbe</author>
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Reference in New Issue
Block a user