2020-07-26 16:19:55 -03:00
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/**
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* @file
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* @brief Header file for CVObjectDetection class
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* @author Jonathan Thomas <jonathan@openshot.org>
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*
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* @ref License
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*/
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/* LICENSE
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*
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* Copyright (c) 2008-2019 OpenShot Studios, LLC
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* <http://www.openshotstudios.com/>. This file is part of
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* OpenShot Library (libopenshot), an open-source project dedicated to
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* delivering high quality video editing and animation solutions to the
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* world. For more information visit <http://www.openshot.org/>.
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*
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* OpenShot Library (libopenshot) is free software: you can redistribute it
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* and/or modify it under the terms of the GNU Lesser General Public License
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* as published by the Free Software Foundation, either version 3 of the
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* License, or (at your option) any later version.
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*
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* OpenShot Library (libopenshot) is distributed in the hope that it will be
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* useful, but WITHOUT ANY WARRANTY; without even the implied warranty of
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* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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* GNU Lesser General Public License for more details.
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*
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* You should have received a copy of the GNU Lesser General Public License
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* along with OpenShot Library. If not, see <http://www.gnu.org/licenses/>.
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*/
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#pragma once
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#include <google/protobuf/util/time_util.h>
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#define int64 opencv_broken_int
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#define uint64 opencv_broken_uint
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#include <opencv2/dnn.hpp>
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#include <opencv2/opencv.hpp>
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#include <opencv2/core.hpp>
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#undef uint64
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#undef int64
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#include "Json.h"
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#include "ProcessingController.h"
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#include "Clip.h"
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#include "objdetectdata.pb.h"
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2020-07-28 21:01:57 -03:00
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#include "../src/sort_filter/sort.hpp"
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2020-07-26 16:19:55 -03:00
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using google::protobuf::util::TimeUtil;
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struct CVDetectionData{
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CVDetectionData(){}
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CVDetectionData(std::vector<int> _classIds, std::vector<float> _confidences, std::vector<cv::Rect_<float>> _boxes, size_t _frameId){
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classIds = _classIds;
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confidences = _confidences;
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boxes = _boxes;
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frameId = _frameId;
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}
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size_t frameId;
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std::vector<int> classIds;
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std::vector<float> confidences;
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std::vector<cv::Rect_<float>> boxes;
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};
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class CVObjectDetection{
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private:
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cv::dnn::Net net;
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std::vector<std::string> classNames;
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float confThreshold, nmsThreshold;
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std::string classesFile;
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std::string modelConfiguration;
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std::string modelWeights;
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std::string processingDevice;
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std::string protobuf_data_path;
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2020-07-28 21:01:57 -03:00
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SortTracker sort;
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uint progress;
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size_t start;
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size_t end;
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/// Will handle a Thread safely comutication between ClipProcessingJobs and the processing effect classes
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ProcessingController *processingController;
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void setProcessingDevice();
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void DetectObjects(const cv::Mat &frame, size_t frame_number);
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bool iou(cv::Rect pred_box, cv::Rect sort_box);
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2020-07-26 16:19:55 -03:00
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// Remove the bounding boxes with low confidence using non-maxima suppression
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void postprocess(const cv::Size &frameDims, const std::vector<cv::Mat>& out, size_t frame_number);
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// Get the names of the output layers
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std::vector<cv::String> getOutputsNames(const cv::dnn::Net& net);
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public:
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std::map<size_t, CVDetectionData> detectionsData;
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CVObjectDetection(std::string processInfoJson, ProcessingController &processingController);
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void detectObjectsClip(openshot::Clip &video, size_t start=0, size_t end=0, bool process_interval=false);
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CVDetectionData GetDetectionData(size_t frameId);
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/// Protobuf Save and Load methods
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// Save protobuf file
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bool SaveObjDetectedData();
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// Add frame object detection data into protobuf message.
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void AddFrameDataToProto(libopenshotobjdetect::Frame* pbFrameData, CVDetectionData& dData);
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/// Get and Set JSON methods
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void SetJson(const std::string value); ///< Load JSON string into this object
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void SetJsonValue(const Json::Value root); ///< Load Json::Value into this object
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// Load protobuf file (ONLY FOR MAKE TEST)
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bool _LoadObjDetectdData();
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};
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