tracker.h 1.9 KB
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//   Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
//     http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.

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// The code is based on:
// https://github.com/CnybTseng/JDE/blob/master/platforms/common/jdetracker.h
// Ths copyright of CnybTseng/JDE is as follows:
// MIT License 

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#pragma once

#include <map>
#include <vector>
#include <opencv2/opencv.hpp>

#include "trajectory.h"

namespace PaddleDetection {

typedef std::map<int, int> Match;
typedef std::map<int, int>::iterator MatchIterator;

struct Track
{
    int id;
    float score;
    cv::Vec4f ltrb;
};

class JDETracker
{
public:
    static JDETracker *instance(void);
    virtual bool update(const cv::Mat &dets, const cv::Mat &emb, std::vector<Track> &tracks);
private:
    JDETracker(void);
    virtual ~JDETracker(void) {}
    cv::Mat motion_distance(const TrajectoryPtrPool &a, const TrajectoryPool &b);
    void linear_assignment(const cv::Mat &cost, float cost_limit, Match &matches,
        std::vector<int> &mismatch_row, std::vector<int> &mismatch_col);
    void remove_duplicate_trajectory(TrajectoryPool &a, TrajectoryPool &b, float iou_thresh=0.15f);
private:
    static JDETracker *me;
    int timestamp;
    TrajectoryPool tracked_trajectories;
    TrajectoryPool lost_trajectories;
    TrajectoryPool removed_trajectories;
    int max_lost_time;
    float lambda;
    float det_thresh;
};

} // namespace PaddleDetection