#ifndef EASYPR_ACCURACY_HPP #define EASYPR_ACCURACY_HPP #include #include #include namespace easypr { namespace demo { int accuracyTest(const char* test_path) { auto files = Utils::getFiles(test_path); CPlateRecognize pr; pr.LoadANN("resources/model/ann.xml"); pr.LoadSVM("resources/model/svm.xml"); // 设置Debug模式 pr.setDebug(false); pr.setLifemode(true); // 设置要处理的一张图片中最多有多少车牌 pr.setMaxPlates(4); int size = files.size(); if (0 == size) { cout << "No File Found in general_test/native_test!" << endl; return 0; } cout << "Begin to test the easypr accuracy!" << endl; // 总的测试图片数量 int count_all = 0; // 错误的图片数量 int count_err = 0; // 未识别的图片数量 int count_norecogin = 0; // not recognized pictures std::list not_recognized_files; // 总的字符差距 float diff_all = 0; // 平均字符差距 float diff_avg = 0; // 完全匹配的识别次数 float match_count = 0; // 完全匹配的识别次数所占识别图片中的比例 float match_rate = 0; // 开始和结束时间 time_t begin, end; time(&begin); for (int i = 0; i < size; i++) { string filepath = files[i].c_str(); // EasyPR开始判断车牌 Mat src = imread(filepath); // 如果是非图像文件,直接过去 if (!src.data) continue; cout << "------------------" << endl; // 获取真实的车牌 string plateLicense = Utils::getFileName(filepath); cout << "原牌:" << plateLicense << endl; vector plateVec; int result = pr.plateRecognize(src, plateVec, i); if (result == 0) { int num = plateVec.size(); if (num == 0) { cout << "无车牌" << endl; if (plateLicense != "无车牌") { not_recognized_files.push_back(plateLicense); count_norecogin++; } } else if (num > 1) { // 多车牌使用diff最小的那个记录 int mindiff = 10000; for (int j = 0; j < num; j++) { cout << plateVec[j] << " (" << j + 1 << ")" << endl; string colorplate = plateVec[j]; // 计算"蓝牌:苏E7KU22"中冒号后面的车牌大小" vector spilt_plate = Utils::splitString(colorplate, ':'); int size = spilt_plate.size(); if (size == 2 && spilt_plate[1] != "") { int diff = utils::levenshtein_distance(plateLicense, spilt_plate[size - 1]); if (diff < mindiff) mindiff = diff; } } cout << "差距:" << mindiff << "个字符" << endl; if (mindiff == 0) { // 完全匹配 match_count++; } diff_all = diff_all + mindiff; } else { // 单车牌只计算一次diff for (int j = 0; j < num; j++) { cout << plateVec[j] << endl; string colorplate = plateVec[j]; // 计算"蓝牌:苏E7KU22"中冒号后面的车牌大小" vector spilt_plate = Utils::splitString(colorplate, ':'); int size = spilt_plate.size(); if (size == 2 && spilt_plate[1] != "") { int diff = utils::levenshtein_distance(plateLicense, spilt_plate[size - 1]); cout << "差距:" << diff << "个字符" << endl; if (diff == 0) { // 完全匹配 match_count++; } diff_all = diff_all + diff; } } } } else { cout << "错误码:" << result << endl; count_err++; } count_all++; } time(&end); cout << "------------------" << endl; cout << "Easypr accuracy test end!" << endl; cout << "------------------" << endl; cout << endl; cout << "统计参数:" << endl; cout << "总图片数:" << count_all << "张, "; cout << "未识出图片:" << count_norecogin << "张, "; float count_recogin = float(count_all - (count_err + count_norecogin)); float count_rate = count_recogin / count_all; cout << "定位率:" << count_rate * 100 << "% " << endl; if (count_recogin > 0) { diff_avg = diff_all / count_recogin; } if (count_recogin > 0) { match_rate = match_count / count_recogin * 100; } cout << "平均字符差距:" << diff_avg << "个, "; cout << "完全匹配数:" << match_count << "张, "; cout << "完全匹配率:" << match_rate << "% " << endl; double seconds = difftime(end, begin); double avgsec = seconds / double(count_all); cout << "总时间:" << seconds << "秒, "; cout << "平均执行时间:" << avgsec << "秒" << endl; cout << "未识出图片:" << endl; for (auto it = not_recognized_files.begin(); it != not_recognized_files.end(); ++it) { cout << *it << endl; } cout << endl; cout << "------------------" << endl; ofstream myfile("accuracy.txt", ios::app); if (myfile.is_open()) { time_t t = time(0); // get time now struct tm* now = localtime(&t); char buf[80]; strftime(buf, sizeof(buf), "%Y-%m-%d %X", now); myfile << string(buf) << endl; myfile << "总图片数:" << count_all << "张, "; myfile << "未识出图片:" << count_norecogin << "张, "; myfile << "定位率:" << count_rate * 100 << "% " << endl; myfile << "平均字符差距:" << diff_avg << "个, "; myfile << "完全匹配数:" << match_count << "张, "; myfile << "完全匹配率:" << match_rate << "% " << endl; myfile << "总时间:" << seconds << "秒, "; myfile << "平均执行时间:" << avgsec << "秒" << endl; myfile.close(); } else { cout << "Unable to open file"; } return 0; } } } #endif // EASYPR_ACCURACY_HPP