mirror of
https://github.com/introlab/rtabmap.git
synced 2026-09-01 17:10:26 +08:00
Added sensorStateOnly parameter : dont use the actuator values in the SM state if true
git-svn-id: http://rtabmap.googlecode.com/svn/branches/0.3/rtabmap@99 f169173b-cf89-36c8-b27e-44dbe73f0c83
This commit is contained in:
@@ -579,7 +579,6 @@ bool DBDriver::addNeighbor(int id, int newNeighbor, int oldNeighbor)
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s = uValue(_trashSignatures, id, s);
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if(s)
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{
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const NeighborsMap & neighbors = s->getNeighbors();
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std::list<std::vector<float> > actions = uValue(s->getNeighbors(), oldNeighbor, std::list<std::vector<float> >());
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s->addNeighbor(newNeighbor, actions);
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r = true;
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@@ -43,6 +43,7 @@ KeypointMemory::KeypointMemory(const ParametersMap & parameters) :
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_badSignRatio(Parameters::defaultKpBadSignRatio()),
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_tfIdfLikelihoodUsed(Parameters::defaultKpTfIdfLikelihoodUsed()),
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_parallelized(Parameters::defaultKpParallelized()),
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_sensorStateOnly(Parameters::defaultKpSensorStateOnly()),
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_tfIdfNormalized(Parameters::defaultKpTfIdfNormalized())
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{
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_vwd = new VWDictionary(parameters);
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@@ -94,6 +95,11 @@ void KeypointMemory::parseParameters(const ParametersMap & parameters)
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_parallelized = uStr2Bool((*iter).second.c_str());
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}
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if((iter=parameters.find(Parameters::kKpSensorStateOnly())) != parameters.end())
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{
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_sensorStateOnly = uStr2Bool((*iter).second.c_str());
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}
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if((iter=parameters.find(Parameters::kKpTfIdfNormalized())) != parameters.end())
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{
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_tfIdfNormalized = uStr2Bool((*iter).second.c_str());
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@@ -314,10 +320,10 @@ void KeypointMemory::clear()
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void KeypointMemory::preUpdate()
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{
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Memory::preUpdate();
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this->cleanUnusedWords();
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if(_vwd && !_parallelized)
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{
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//When parallelized, it is done in CreateSignature
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this->cleanUnusedWords();
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_vwd->update();
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}
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}
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@@ -401,215 +407,20 @@ void KeypointMemory::merge(const Signature * from, Signature * to, MergingStrate
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timer.start();
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if(sFrom && sTo)
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{
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const std::multimap<int, cv::KeyPoint> & wordsA = sFrom->getWords();
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if(wordsA.size())
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if(s == kUseOnlyFromMerging)
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{
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UTimer timer2;
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const std::multimap<int, cv::KeyPoint> & wordsB = sTo->getWords();
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int maxWords = wordsA.size()>wordsB.size()?wordsA.size():wordsB.size();
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//if(_keypointDescriptor)
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//{
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// maxWords = _keypointDetector->getWordsPerImageTarget();
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//}
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this->disableWordsRef(sTo->id());
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sTo->setWords(sFrom->getWords());
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std::multimap<int, cv::KeyPoint> newWords;
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if(s == kFullMerging)
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{
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// add features contained in each signatures
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std::list<std::pair<cv::KeyPoint, cv::KeyPoint> > pairs;
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std::list<int> pairsId;
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std::set<int> pairsIdSet;
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HypVerificatorEpipolarGeo::findPairsDirect(wordsA, wordsB, pairs, pairsId);
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std::list<std::pair<cv::KeyPoint, cv::KeyPoint> >::iterator kpIt = pairs.begin();
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std::list<int>::iterator idIt = pairsId.begin();
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for(; kpIt != pairs.end() && idIt != pairsId.end(); ++kpIt, ++idIt)
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{
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newWords.insert(newWords.end(), std::pair<int, cv::KeyPoint>(*idIt, kpIt->second));
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pairsIdSet.insert(pairsIdSet.end(), *idIt);
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}
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ULOGGER_DEBUG("newWords.size() = %d, time add pairs = %fs", newWords.size(), timer2.ticks());
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// fill the merged target signature with the farthest features from each signatures
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int dif = maxWords - (int)newWords.size();
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if(dif>0)
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{
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//////////
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// Add words with the highest response from the two signatures
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//////////
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std::multimap<int, cv::KeyPoint> allWords = wordsA;
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allWords.insert(wordsB.begin(), wordsB.end());
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allWords = getMostDescriptiveWords(allWords, dif, pairsIdSet);
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newWords.insert(allWords.begin(), allWords.end());
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//////////
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//////////
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// Add words by using the descriptor distance, TIME COMSUMMING! though more precise...
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//////////
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/*std::list<std::pair<const VisualWord*, const cv::KeyPoint *> > descriptors;
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//get all descriptors from features not found in the two signatures
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// for A
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for(std::multimap<int, cv::KeyPoint>::const_iterator itKey = wordsA.begin(); itKey != wordsA.end(); ++itKey)
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{
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if(pairsIdSet.find(itKey->first) == pairsIdSet.end())
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{
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descriptors.push_back(std::pair<const VisualWord*, const cv::KeyPoint *>(_vwd->getWord(itKey->first), &(itKey->second)));
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}
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}
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// for B
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for(std::multimap<int, cv::KeyPoint>::const_iterator itKey = wordsB.begin(); itKey != wordsB.end(); ++itKey)
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{
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if(pairsIdSet.find(itKey->first) == pairsIdSet.end())
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{
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descriptors.push_back(std::pair<const VisualWord*, const cv::KeyPoint *>(_vwd->getWord(itKey->first), &(itKey->second)));
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}
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}
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ULOGGER_DEBUG("descriptors.size()=%d, wordsA.size()=%d, wordsB.size()=%d", descriptors.size(), wordsA.size(), wordsB.size());
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if(descriptors.size() > (unsigned int)dif)
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{
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FlannKdTreeNN nn;
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nn.setStrategy(FlannKdTreeNN::kKDTree);
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int k=2;
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cv::Mat results(descriptors.size(), k, CV_32SC1); // results index
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cv::Mat dists;
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if(nn.isDist64F())
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{
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dists = cv::Mat(descriptors.size(), k, CV_64FC1); // Distance results are CV_64FC1;
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}
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else
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{
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dists = cv::Mat(descriptors.size(), k, CV_32FC1); // Distance results are CV_32FC1
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}
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cv::Mat data(descriptors.size(), descriptors.begin()->first->getDim(), CV_32F); // SURF descriptors are CV_32F
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ULOGGER_DEBUG("time prepare nn = %fs", timer2.ticks());
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nn.search(data, data, results, dists, k, descriptors.begin()->first->getDim());
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ULOGGER_DEBUG("time nn = %fs", timer2.ticks());
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//add keypoint which are farthest of their second neighbor
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std::list<std::pair<const VisualWord *, const cv::KeyPoint *> >::iterator iter = descriptors.begin();
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if(nn.isDist64F())
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{
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std::multimap<double, std::pair<int, const cv::KeyPoint *> > fartherWords;
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for(unsigned int i=0; i<descriptors.size(); ++i)
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{
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if(fartherWords.size() >= (unsigned int)dif && dists.at<double>(i,1) > fartherWords.begin()->first)
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{
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fartherWords.erase(fartherWords.begin());
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fartherWords.insert(std::pair<double, std::pair<int, const cv::KeyPoint *> >(dists.at<double>(i,1), std::pair<int, const cv::KeyPoint *>(iter->first->id(), iter->second)));
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}
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else if(fartherWords.size() < (unsigned int)dif)
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{
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fartherWords.insert(std::pair<double, std::pair<int, const cv::KeyPoint *> >(dists.at<double>(i,1), std::pair<int, const cv::KeyPoint *>(iter->first->id(), iter->second)));
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}
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++iter;
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}
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ULOGGER_DEBUG("fartherWords.size()=%d",fartherWords.size());
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std::map<double, std::pair<int, const cv::KeyPoint *> >::iterator iterfw = fartherWords.begin();
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for(; iterfw != fartherWords.end(); ++iterfw)
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{
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//ULOGGER_DEBUG("adding words %d", iterfw->second.first);
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newWords.insert(std::pair<int, cv::KeyPoint>(iterfw->second.first, *(iterfw->second.second)));
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}
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}
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else
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{
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std::multimap<float, std::pair<int, const cv::KeyPoint *> > fartherWords;
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for(unsigned int i=0; i<descriptors.size(); ++i)
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{
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if(fartherWords.size() >= (unsigned int)dif && dists.at<float>(i,1) > fartherWords.begin()->first)
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{
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fartherWords.erase(fartherWords.begin());
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fartherWords.insert(std::pair<float, std::pair<int, const cv::KeyPoint *> >(dists.at<float>(i,1), std::pair<int, const cv::KeyPoint *>(iter->first->id(), iter->second)));
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}
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else if(fartherWords.size() < (unsigned int)dif)
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{
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fartherWords.insert(std::pair<float, std::pair<int, const cv::KeyPoint *> >(dists.at<float>(i,1), std::pair<int, const cv::KeyPoint *>(iter->first->id(), iter->second)));
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}
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++iter;
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}
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ULOGGER_DEBUG("fartherWords.size()=%d",fartherWords.size());
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std::map<float, std::pair<int, const cv::KeyPoint *> >::iterator iterfw = fartherWords.begin();
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for(; iterfw != fartherWords.end(); ++iterfw)
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{
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//ULOGGER_DEBUG("adding words %d", iterfw->second.first);
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newWords.insert(std::pair<int, cv::KeyPoint>(iterfw->second.first, *(iterfw->second.second)));
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}
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}
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}
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else
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{
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//add all
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std::list<std::pair<const VisualWord*, const cv::KeyPoint *> >::iterator iter = descriptors.begin();
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for(; iter != descriptors.end(); ++iter)
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{
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//ULOGGER_DEBUG("adding words %d", iter->first->id());
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newWords.insert(std::pair<int, cv::KeyPoint>(iter->first->id(), *(iter->second)));
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}
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}*/
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//////////
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}
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ULOGGER_DEBUG("time add to newWords = %fs", timer2.ticks());
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ULOGGER_DEBUG("maxWords=%d, pairsCount=%d, dif = %d, newWords.size()=%d, _vwd->getUnusedWordsSize()=%d", maxWords, pairs.size(), dif, newWords.size(), _vwd->getUnusedWordsSize());
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this->disableWordsRef(sTo->id());
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sTo->setWords(newWords);
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std::list<int> id;
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id.push_back(sTo->id());
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this->enableWordsRef(id);
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}
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else if(s == kUseOnlyFromMerging)
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{
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this->disableWordsRef(sTo->id());
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if(wordsA.size() >= (unsigned int)maxWords)
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{
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sTo->setWords(wordsA);
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}
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else
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{
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std::list<std::pair<cv::KeyPoint, cv::KeyPoint> > pairs;
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std::list<int> pairsId;
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HypVerificatorEpipolarGeo::findPairsDirect(wordsA, wordsB, pairs, pairsId);
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std::set<int> ignoredIds(pairsId.begin(), pairsId.end());
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int dif = maxWords - (int)wordsA.size();
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newWords = getMostDescriptiveWords(wordsB, dif, ignoredIds);
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newWords.insert(wordsA.begin(), wordsA.end());
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sTo->setWords(newWords);
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}
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std::list<int> id;
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id.push_back(sTo->id());
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this->enableWordsRef(id);
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// Set old image to new merged signature
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sTo->setImage(sFrom->getImage());
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}
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else if(s == kUseOnlyDestMerging)
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{
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if(wordsB.size() >= (unsigned int)maxWords)
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{
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// do nothing... already "merged"
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}
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else
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{
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this->disableWordsRef(sTo->id());
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if(wordsB.size() == 0)
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{
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ULOGGER_WARN("The merged signature is empty!");
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}
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std::list<std::pair<cv::KeyPoint, cv::KeyPoint> > pairs;
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std::list<int> pairsId;
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HypVerificatorEpipolarGeo::findPairsDirect(wordsA, wordsB, pairs, pairsId);
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std::set<int> ignoredIds(pairsId.begin(), pairsId.end());
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int dif = maxWords - (int)wordsB.size();
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newWords = getMostDescriptiveWords(wordsA, dif, ignoredIds);
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newWords.insert(wordsB.begin(), wordsB.end());
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sTo->setWords(newWords);
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std::list<int> id;
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id.push_back(sTo->id());
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this->enableWordsRef(id);
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}
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}
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std::list<int> id;
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id.push_back(sTo->id());
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this->enableWordsRef(id);
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// Set old image to new merged signature
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sTo->setImage(sFrom->getImage());
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}
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else if(s == kUseOnlyDestMerging)
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{
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// do nothing... already "merged"
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}
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}
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else
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@@ -816,12 +627,6 @@ Signature * KeypointMemory::createSignature(int id, const SMState * smState, boo
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if(smState)
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{
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if(_parallelized)
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{
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this->cleanUnusedWords();
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preUpdateThread.start();
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}
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int treeSize= this->getWorkingMemSize() + this->getStMemSize();
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int nbCommonWords = 0;
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if(treeSize > 0)
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@@ -829,6 +634,11 @@ Signature * KeypointMemory::createSignature(int id, const SMState * smState, boo
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nbCommonWords = _vwd->getTotalActiveReferences() / treeSize;
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}
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if(_parallelized)
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{
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preUpdateThread.start();
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}
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if(smState->getSensors().empty())
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{
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image = smState->getImage();
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@@ -856,13 +666,57 @@ Signature * KeypointMemory::createSignature(int id, const SMState * smState, boo
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}
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}
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preUpdateThread.join(); // Wait the dictionary to be updated
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if(_parallelized)
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{
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preUpdateThread.join(); // Wait the dictionary to be updated
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}
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std::list<int> wordIds;
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if(descriptors.size())
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{
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ULOGGER_DEBUG("time descriptor and memory update (size=%d) = %fs", descriptors.begin()->size(), timer.ticks());
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wordIds = _vwd->addNewWords(descriptors, descriptors.begin()->size(), id);
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unsigned int descriptorSize = descriptors.begin()->size();
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if(_parallelized)
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{
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ULOGGER_DEBUG("time descriptor and memory update (size=%d) = %fs", descriptorSize, timer.ticks());
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}
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else
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{
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ULOGGER_DEBUG("time descriptor (size=%d) = %fs", descriptorSize, timer.ticks());
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}
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//append actuators
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if(!_sensorStateOnly && smState->getActuators().size())
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{
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const std::list<std::vector<float> > & actuators = smState->getActuators();
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unsigned int actuatorSize = actuators.begin()->size();
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if(actuatorSize > descriptorSize)
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{
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UERROR("Actuator's size (%d) is larger than descriptor size (%d)", actuatorSize, descriptorSize);
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}
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for(std::list<std::vector<float> >::const_iterator iter = actuators.begin(); iter!=actuators.end(); ++iter)
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{
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std::vector<float> descriptor(descriptorSize);
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// normalize actuator values
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std::vector<float> actuatorNormalized = uNormalize(*iter);
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for(unsigned int i=0; i<descriptorSize && i<actuatorSize; ++i)
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{
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if(i<actuatorSize)
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{
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descriptor[i] = actuatorNormalized[i];
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}
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else
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{
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descriptor[i] = 0;
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}
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}
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descriptors.push_back(descriptor);
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}
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ULOGGER_DEBUG("time setup actuators (%d) like descriptors %fs", (int)actuatorSize, timer.ticks());
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}
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wordIds = _vwd->addNewWords(descriptors, descriptorSize, id);
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ULOGGER_DEBUG("time addNewWords %fs", timer.ticks());
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}
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else
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@@ -81,6 +81,7 @@ private:
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float _badSignRatio;;
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bool _tfIdfLikelihoodUsed;
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bool _parallelized;
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bool _sensorStateOnly;
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bool _tfIdfNormalized;
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};
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@@ -46,7 +46,7 @@ public:
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static const int kIdVirtual;
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static const int kIdInvalid;
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enum MergingStrategy{kFullMerging, kUseOnlyFromMerging, kUseOnlyDestMerging};
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enum MergingStrategy{kUseOnlyFromMerging, kUseOnlyDestMerging};
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public:
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Memory(const ParametersMap & parameters = ParametersMap());
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