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Ctracker.h
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250 lines (217 loc) · 5.55 KB
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#pragma once
#include <iostream>
#include <vector>
#include <memory>
#include <array>
#include <deque>
#include <numeric>
#include <map>
#include <set>
#include "defines.h"
#include "track.h"
#include "ShortPathCalculator.h"
// ----------------------------------------------------------------------
///
/// \brief The TrackerSettings struct
///
struct TrackerSettings
{
tracking::KalmanType m_kalmanType = tracking::KalmanLinear;
tracking::FilterGoal m_filterGoal = tracking::FilterCenter;
tracking::LostTrackType m_lostTrackType = tracking::TrackKCF;
tracking::MatchType m_matchType = tracking::MatchHungrian;
std::array<track_t, tracking::DistsCount> m_distType;
///
/// \brief m_dt
/// Time step for Kalman
///
track_t m_dt = 1.0f;
///
/// \brief m_accelNoiseMag
/// Noise magnitude for Kalman
///
track_t m_accelNoiseMag = 0.1f;
///
/// \brief m_useAcceleration
/// Constant velocity or constant acceleration motion model
///
bool m_useAcceleration = false;
///
/// \brief m_distThres
/// Distance threshold for Assignment problem: from 0 to 1
///
track_t m_distThres = 0.8f;
///
/// \brief m_minAreaRadius
/// Minimal area radius in pixels for objects centers
///
track_t m_minAreaRadius = 20.f;
///
/// \brief m_maximumAllowedSkippedFrames
/// If the object don't assignment more than this frames then it will be removed
///
size_t m_maximumAllowedSkippedFrames = 25;
///
/// \brief m_maxTraceLength
/// The maximum trajectory length
///
size_t m_maxTraceLength = 50;
///
/// \brief m_useAbandonedDetection
/// Detection abandoned objects
///
bool m_useAbandonedDetection = false;
///
/// \brief m_minStaticTime
/// After this time (in seconds) the object is considered abandoned
///
int m_minStaticTime = 5;
///
/// \brief m_maxStaticTime
/// After this time (in seconds) the abandoned object will be removed
///
int m_maxStaticTime = 25;
///
/// \brief m_nearTypes
/// Object types that can be matched while tracking
///
std::map<std::string, std::set<std::string>> m_nearTypes;
///
TrackerSettings()
{
m_distType[tracking::DistCenters] = 0.0f;
m_distType[tracking::DistRects] = 0.0f;
m_distType[tracking::DistJaccard] = 0.5f;
m_distType[tracking::DistHist] = 0.5f;
assert(CheckDistance());
}
///
bool CheckDistance() const
{
track_t sum = std::accumulate(m_distType.begin(), m_distType.end(), 0.0f);
track_t maxOne = std::max(1.0f, std::fabs(sum));
return std::fabs(sum - 1.0f) <= std::numeric_limits<track_t>::epsilon() * maxOne;
}
///
bool SetDistances(std::array<track_t, tracking::DistsCount> distType)
{
bool res = true;
auto oldDists = m_distType;
m_distType = distType;
if (!CheckDistance())
{
m_distType = oldDists;
res = false;
}
return res;
}
///
bool SetDistance(tracking::DistType distType)
{
std::fill(m_distType.begin(), m_distType.end(), 0.0f);
m_distType[distType] = 1.f;
return true;
}
///
void AddNearTypes(const std::string& type1, const std::string& type2, bool sym)
{
auto AddOne = [&](const std::string& type1, const std::string& type2)
{
auto it = m_nearTypes.find(type1);
if (it == std::end(m_nearTypes))
{
m_nearTypes[type1] = std::set<std::string>{ type2 };
}
else
{
it->second.insert(type2);
}
};
AddOne(type1, type2);
if (sym)
{
AddOne(type2, type1);
}
}
///
bool CheckType(const std::string& type1, const std::string& type2) const
{
bool res = type1.empty() || type2.empty() || (type1 == type2);
if (!res)
{
auto it = m_nearTypes.find(type1);
if (it != std::end(m_nearTypes))
{
res = it->second.find(type2) != std::end(it->second);
}
}
return res;
}
};
///
/// \brief The CTracker class
///
class CTracker
{
public:
CTracker(const TrackerSettings& settings);
CTracker(const CTracker&) = delete;
CTracker(CTracker&&) = delete;
CTracker& operator=(const CTracker&) = delete;
CTracker& operator=(CTracker&&) = delete;
~CTracker(void);
void Update(const regions_t& regions, cv::UMat currFrame, float fps);
///
/// \brief CanGrayFrameToTrack
/// \return
///
bool CanGrayFrameToTrack() const
{
bool needColor = (m_settings.m_lostTrackType == tracking::LostTrackType::TrackGOTURN) ||
(m_settings.m_lostTrackType == tracking::LostTrackType::TrackDAT) ||
(m_settings.m_lostTrackType == tracking::LostTrackType::TrackSTAPLE) ||
(m_settings.m_lostTrackType == tracking::LostTrackType::TrackLDES);
return !needColor;
}
///
/// \brief CanColorFrameToTrack
/// \return
///
bool CanColorFrameToTrack() const
{
return true;
}
///
/// \brief GetTracksCount
/// \return
///
size_t GetTracksCount() const
{
return m_tracks.size();
}
///
/// \brief GetTracks
/// \return
///
std::vector<TrackingObject> GetTracks() const
{
std::vector<TrackingObject> tracks;
if (!m_tracks.empty())
{
tracks.reserve(m_tracks.size());
for (const auto& track : m_tracks)
{
tracks.push_back(track->ConstructObject());
}
}
return tracks;
}
private:
TrackerSettings m_settings;
tracks_t m_tracks;
size_t m_nextTrackID;
cv::UMat m_prevFrame;
std::unique_ptr<ShortPathCalculator> m_SPCalculator;
void CreateDistaceMatrix(const regions_t& regions, distMatrix_t& costMatrix, track_t maxPossibleCost, track_t& maxCost, cv::UMat currFrame);
void UpdateTrackingState(const regions_t& regions, cv::UMat currFrame, float fps);
};