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main.cpp
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#ifdef _WIN32
#include <windows.h>
#else
#include <sys/stat.h>
#include <unistd.h>
#endif
#include <iostream>
#include <string>
#include "RF_DETR.h"
bool IsPathExist(const string& path) {
#ifdef _WIN32
DWORD fileAttributes = GetFileAttributesA(path.c_str());
return (fileAttributes != INVALID_FILE_ATTRIBUTES);
#else
return (access(path.c_str(), F_OK) == 0);
#endif
}
bool IsFile(const string& path) {
if (!IsPathExist(path)) {
printf("%s:%d %s not exist\n", __FILE__, __LINE__, path.c_str());
return false;
}
#ifdef _WIN32
DWORD fileAttributes = GetFileAttributesA(path.c_str());
return ((fileAttributes != INVALID_FILE_ATTRIBUTES) && ((fileAttributes & FILE_ATTRIBUTE_DIRECTORY) == 0));
#else
struct stat buffer;
return (stat(path.c_str(), &buffer) == 0 && S_ISREG(buffer.st_mode));
#endif
}
/**
* @brief Setting up Tensorrt logger
*/
class Logger : public nvinfer1::ILogger {
void log(Severity severity, const char* msg) noexcept override {
// Only output logs with severity greater than warning
if (severity <= Severity::kWARNING)
std::cout << msg << std::endl;
}
}logger;
int main(int argc, char** argv){
const string engine_file_path{ argv[1] };
const string path{ argv[2] };
vector<string> imagePathList;
bool isVideo{ false };
assert(argc == 3);
if (IsFile(path)){
string suffix = path.substr(path.find_last_of('.') + 1);
if (suffix == "jpg" || suffix == "jpeg" || suffix == "png"){
imagePathList.push_back(path);
}
else if (suffix == "mp4" || suffix == "avi" || suffix == "m4v" || suffix == "mpeg" || suffix == "mov" || suffix == "mkv" || suffix == "webm"){
isVideo = true;
}
else {
printf("suffix %s is wrong !!!\n", suffix.c_str());
abort();
}
}
else if (IsPathExist(path)){
glob(path + "/*.jpg", imagePathList);
}
RF_DETR model(engine_file_path, logger);
if (engine_file_path.find(".onnx") != std::string::npos){
return 0;
}
if (isVideo) {
cout << "Opening video: " << path << endl;
cv::VideoCapture cap(path);
if (!cap.isOpened()) {
cerr << "Error: Cannot open video file!" << endl;
return 0 ;
}
// Get frame width, height, and FPS
int frameWidth = static_cast<int>(cap.get(cv::CAP_PROP_FRAME_WIDTH));
int frameHeight = static_cast<int>(cap.get(cv::CAP_PROP_FRAME_HEIGHT));
int fps = static_cast<int>(cap.get(cv::CAP_PROP_FPS));
// Define the codec and create VideoWriter object
cv::VideoWriter videoWriter("output.mp4",
cv::VideoWriter::fourcc('m', 'p', '4', 'v'),
fps,
cv::Size(frameWidth, frameHeight));
if (!videoWriter.isOpened()) {
cerr << "Error: Cannot open VideoWriter!" << endl;
return 0 ;
}
while (true) {
cv::Mat image;
cap >> image;
if (image.empty()) {
break;
}
int imageWidth = image.cols; // Width of the image
int imageHeight = image.rows; // Height of the image
vector<Detection> objects;
model.preprocess(image);
auto start = std::chrono::system_clock::now();
model.infer();
auto end = std::chrono::system_clock::now();
model.postprocess(objects, imageWidth, imageHeight);
model.draw(image, objects);
auto tc = (double)std::chrono::duration_cast<std::chrono::microseconds>(end - start).count() / 1000.;
printf("Cost %2.4lf ms\n", tc);
// Write processed frame to output video
videoWriter.write(image);
if (cv::waitKey(1) == 27) { // Press 'ESC' to exit early
break;
}
}
// Release resources
cap.release();
videoWriter.release();
cv::destroyAllWindows();
}
else {
// path to folder saves images
for (const auto& imagePath : imagePathList){
// open image
Mat image = imread(imagePath);
if (image.empty()){
cerr << "Error reading image: " << imagePath << endl;
continue;
}
int imageWidth = image.cols;
int imageHeight = image.rows;
vector<Detection> objects;
model.preprocess(image);
auto start = std::chrono::system_clock::now();
model.infer();
auto end = std::chrono::system_clock::now();
model.postprocess(objects, imageWidth, imageHeight);
model.draw(image, objects);
auto tc = (double)std::chrono::duration_cast<std::chrono::microseconds>(end - start).count() / 1000.;
printf("cost %2.4lf ms\n", tc);
model.draw(image, objects);
imshow("Result", image);
waitKey(0);
}
}
return 0;
}