#include "sample_face_search.h" #include #include #include "STFaceCache.h" #include #include #include #include #include #include #define SUBSAMPLE(v, a) ((((v) + (a) - 1)) / (a)) #define MAX_FACE_IMAGE_WIDTH 640 #define MAX_FACE_IMAGE_HEIGHT 480 using namespace std; using namespace cv; //static cv_handle_t handle_verify = nullptr; //static cv_handle_t handle_db = nullptr; //static cv_handle_t handle_detect = nullptr; #define _MAX_PATH 260 cv_feature_t *stface_extract_feature(stface_handles& handles, const char *image_path) { Mat bgr_image = imread(image_path); // CV_PIX_FMT_BGR888 if (!bgr_image.data) { return nullptr; } cv_feature_t *p_feature = nullptr; cv_face_t *p_face = nullptr; int face_count = 0; cv_result_t result = CV_OK; result = cv_face_detect(handles.handle_detect, bgr_image.data, CV_PIX_FMT_BGR888, bgr_image.cols, bgr_image.rows, bgr_image.step, CV_FACE_UP, &p_face, &face_count); if (face_count >= 1) { result = cv_verify_get_feature(handles.handle_verify, (unsigned char *)bgr_image.data, CV_PIX_FMT_BGR888, bgr_image.cols, bgr_image.rows, bgr_image.step, p_face, &p_feature, nullptr); if (result != CV_OK) { LOGP(DEBUG, "cv_verify_get_feature failed, error code %d", result); } } else { LOGP(DEBUG, "can't find face in %s", image_path); } // release the memory of face cv_face_release_detector_result(p_face, face_count); return p_feature; } cv_feature_t *stface_extract_feature(stface_handles& handles, const STFaceImage& image) { cv_pixel_format stimgfmt = CV_PIX_FMT_GRAY8; if (image.width > MAX_FACE_IMAGE_WIDTH || image.height > MAX_FACE_IMAGE_HEIGHT) { LOG_WARN << "image too big" << LOG_ENDL; return nullptr; } uint8_t imgbuf[MAX_FACE_IMAGE_WIDTH * MAX_FACE_IMAGE_HEIGHT * 4]; size_t imgbufSize = 0; if (image.mb_type == MB_Frame::MBFT_Y8) { memcpy(imgbuf, image.buff, image.size);//#todo avoid mem cpy imgbufSize = image.height * image.width; stimgfmt = CV_PIX_FMT_GRAY8; } else if (image.mb_type == MB_Frame::MBFT_NV12) { memcpy(imgbuf, image.buff, image.size);//#todo avoid mem cpy imgbufSize = image.height * image.width * 1.5; stimgfmt = CV_PIX_FMT_NV12; } else if (image.mb_type == MB_Frame::MBFT_RGB565) { //#todo libyuv can not deal no-normal-size image uint8* dst_y = (uint8*)(imgbuf); uint8* dst_u = (uint8*)(dst_y + (image.height * image.width)); uint8* dst_v = (uint8*)(dst_u + (image.height * image.width / 4)); int ret = libyuv::RGB565ToI420( image.buff, image.width * 2,//#todo test dst_y, image.width, dst_u, SUBSAMPLE(image.width, 2), dst_v, SUBSAMPLE(image.width, 2), image.width, image.height ); imgbufSize = image.height * image.width * 1.5; stimgfmt = CV_PIX_FMT_YUV420P; } else if (image.mb_type == MB_Frame::MBFT_RGB888) { //int ret = libyuv::ARGBToBGRA( // image.buff, image.width * 4, // imgbuf, image.width * 4, // image.width, image.height // ); // ////memcpy(imgbuf, image.buff, image.size); // //imgbufSize = image.height * image.width * 4; //stimgfmt = CV_PIX_FMT_BGRA8888; int ret = libyuv::ABGRToI400( image.buff, image.width * 4, imgbuf, image.width, image.width, image.height ); //memcpy(imgbuf, image.buff, image.size); imgbufSize = image.height * image.width; stimgfmt = CV_PIX_FMT_GRAY8; //{ // static int f = 0; // ++f; // // char fname[50]; // sprintf(fname, "st-%d-w%d-h%d.y8", f, image.width, image.height); // FILE *pFile = fopen(fname, "wb"); // fwrite(imgbuf, 1, imgbufSize, pFile); // fclose(pFile); //} } else if (image.mb_type == MB_Frame::MBFT_JPEG) { Mat matTmp = imdecode(_InputArray(image.buff, image.size), CV_LOAD_IMAGE_COLOR); //imwrite("aaa.jpg", matTmp); imgbufSize = matTmp.total() * matTmp.elemSize(); memcpy(imgbuf, matTmp.ptr(), imgbufSize); stimgfmt = CV_PIX_FMT_BGR888; } else { LOG_WARN << "mb frame type not support" << LOG_ENDL; return nullptr; } //{ // static int f = 0; // ++f; // // char fname[50]; // sprintf(fname, "st-%d.img", f); // FILE *pFile = fopen(fname, "wb"); // fwrite(image.buff, 1, image.size, pFile); // fclose(pFile); // // sprintf(fname, "st-%d.img", f); // pFile = fopen(fname, "wb"); // fwrite(imgbuf, 1, imgbufSize, pFile); // fclose(pFile); //} cv_feature_t *p_feature = nullptr; cv_face_t *p_face = nullptr; int face_count = 0; cv_result_t result = CV_OK; result = cv_face_detect(handles.handle_detect, (unsigned char *)imgbuf, stimgfmt, image.width, image.height, image.width, CV_FACE_UP, &p_face, &face_count); if (face_count >= 1) { result = cv_verify_get_feature(handles.handle_verify, (unsigned char *)imgbuf, stimgfmt, image.width, image.height, image.width, p_face, &p_feature, nullptr); if (result != CV_OK) { LOGP(DEBUG, "cv_verify_get_feature failed, error code %d", result); } } else { LOGP(DEBUG, "can't find face in STFaceImage"); } // release the memory of face cv_face_release_detector_result(p_face, face_count); return p_feature; } float stface_compare(stface_handles& handles, const STFaceImage& image1, const STFaceImage& image2) { cv_feature_t* f1 = stface_extract_feature(handles, image1); if (f1 == nullptr) { LOGP(INFO, "can't find face in image1"); return -1.0; } cv_feature_t* f2 = stface_extract_feature(handles, image2); if (f2 == nullptr) { cv_verify_release_feature(f1); LOGP(INFO, "can't find face in image2"); return -1.0; } float score = -1.0; cv_result_t cv_result = cv_verify_compare_feature(handles.handle_verify, f1, f2, &score); if (cv_result != CV_OK) { LOGP(DEBUG, "cv_verify_compare_feature failed, error code %d", cv_result); score = -1.0; } cv_verify_release_feature(f1); cv_verify_release_feature(f2); return score; } int stface_db_add(stface_handles& handles, const char *image_path) { cv_feature_t *p_feature = stface_extract_feature(handles, image_path); if (!p_feature) { return -1; } int idx; cv_result_t cv_result = cv_verify_add_face(handles.handle_db, p_feature, &idx); if (cv_result != CV_OK) { LOGP(DEBUG, "cv_verify_add_face failed, error code %d", cv_result); } cv_verify_release_feature(p_feature); return idx; } int stface_db_add(stface_handles& handles, const STFaceImage& image) { cv_feature_t *p_feature = stface_extract_feature(handles, image); if (!p_feature) { return -1; } int idx; cv_result_t cv_result = cv_verify_add_face(handles.handle_db, p_feature, &idx); if (cv_result != CV_OK) { LOGP(DEBUG, "cv_verify_add_face failed, error code %d", cv_result); } cv_verify_release_feature(p_feature); return idx; } bool stface_db_del(stface_handles& handles, int idx) { if (idx < 0) { LOGP(DEBUG, "invalid idx!"); return false; } cv_result_t cv_result = CV_OK; cv_result = cv_verify_delete_face(handles.handle_db, idx); if (cv_result != CV_OK) { LOGP(DEBUG, "cv_verify_delete_face failed, error code %d", cv_result); } else { LOGP(DEBUG, "delete succeed"); } } bool stface_db_save(stface_handles& handles, const char *db_path) { cv_result_t cv_result = CV_OK; cv_result = cv_verify_save_db(handles.handle_db, db_path); if (cv_result != CV_OK) { LOGP(DEBUG, "cv_verify_save_db failed, error code %d", cv_result); return false; } else { LOGP(DEBUG, "save done!"); } return true; } bool stface_db_load(stface_handles& handles, const char *db_path) { cv_result_t cv_result = CV_OK; if (handles.handle_db == nullptr) { cv_result = cv_verify_create_db(&handles.handle_db); if (cv_result != CV_OK) { LOGP(DEBUG, "cv_verify_create_db failed, error code %d", cv_result); return false; } } cv_result = cv_verify_load_db(handles.handle_db, db_path); if (cv_result != CV_OK) { LOGP(DEBUG, "cv_verify_load_db failed, error code %d", cv_result); return false; } else { LOGP(DEBUG, "load done!"); } return true; } bool stface_db_create(stface_handles& handles, const char *db_path) { cv_result_t cv_result = CV_OK; if (handles.handle_db == nullptr) { cv_result = cv_verify_create_db(&handles.handle_db); if (cv_result != CV_OK) { LOGP(DEBUG, "cv_verify_create_db failed, error code %d", cv_result); return false; } } // add a bias image so that stfacesdk can save db int idx = stface_db_add(handles, "./bias.jpg"); cout << "idx = " << idx << endl; cv_result = cv_verify_save_db(handles.handle_db, db_path); if (cv_result != CV_OK) { LOG_WARN << "cv_verify_save_db return false" << LOG_ENDL; return false; } return true; } bool stface_db_gen(stface_handles& handles, char *image_list, char *output_db_path) { bool bresult = true; FILE *fp_path = fopen(image_list, "r"); if(!fp_path) { LOGP(DEBUG, "failed to load %s", image_list); return false; } std::vector list_feature; list_feature.clear(); for (;;) { char image_path[1024]; int num = fscanf(fp_path, "%s", image_path); if (num != 1) { bresult = false; break; } LOGP(DEBUG, "extracting %s", image_path); // get the face feature cv_feature_t *p_feature = stface_extract_feature(handles, image_path); if (!p_feature) { LOGP(DEBUG, "failed to extract image: %s", image_path); continue; } list_feature.push_back(p_feature); } fclose(fp_path); cv_verify_destroy_db(handles.handle_db); cv_result_t cv_result = CV_OK; cv_verify_create_db(&handles.handle_db); cv_result = cv_verify_build_db(handles.handle_db, &list_feature[0], list_feature.size()); if (cv_result != CV_OK) { LOGP(DEBUG, "cv_verify_build_db failed, error code %d", cv_result); bresult = false; } cv_verify_save_db(handles.handle_db, output_db_path); for (int i = 0; i < list_feature.size(); i++) { cv_verify_release_feature(list_feature[i]); } cout << "db gen done!" << endl; return bresult; } bool stface_search_db(stface_handles& handles, char *image_path) { FILE *fp_path = fopen(image_path, "r"); if (fp_path == nullptr) { LOGP(DEBUG, "invalid path !"); return false; } fclose(fp_path); cv_feature_t *p_feature = stface_extract_feature(handles, image_path); if (p_feature == nullptr) { LOGP(DEBUG, "extract failed !"); return false; } int top_k = 10; int *top_idxs = new int[top_k]; float *top_scores = new float[top_k]; unsigned int result_length = 0; cv_result_t cv_result = cv_verify_search_face(handles.handle_verify, handles.handle_db, p_feature, top_k, top_idxs, top_scores, &result_length); if (cv_result == CV_OK) { for (unsigned int t = 0; t < result_length; t++) { // const cv_feature_t item = result[t].item; LOGP(DEBUG, "%d\t%0.2f", top_idxs[t], top_scores[t]); } } else { LOGP(DEBUG, "cv_verify_search_face failed, error code %d", cv_result); } if (top_idxs) { delete[]top_idxs; } if (top_scores) { delete[]top_scores; } cv_verify_release_feature(p_feature); return true; } bool stface_search_db(stface_handles& handles, const STFaceImage& image, top_idx_score_vect_t& result) { cv_feature_t *p_feature = stface_extract_feature(handles, image); if (p_feature == nullptr) { LOGP(DEBUG, "extract failed !"); return false; } int top_k = 10; int *top_idxs = new int[top_k]; float *top_scores = new float[top_k]; unsigned int result_length = 0; cv_result_t cv_result = cv_verify_search_face(handles.handle_verify, handles.handle_db, p_feature, top_k, top_idxs, top_scores, &result_length); if (cv_result == CV_OK) { for (unsigned int t = 0; t < result_length; t++) { // const cv_feature_t item = result[t].item; LOGP(DEBUG, "%d\t%0.2f", top_idxs[t], top_scores[t]); result.push_back(TopIdxScore(top_idxs[t], top_scores[t])); } } else { LOGP(DEBUG, "cv_verify_search_face failed, error code %d", cv_result); } if (top_idxs) { delete[] top_idxs; } if (top_scores) { delete[] top_scores; } cv_verify_release_feature(p_feature); return true; } bool stface_search_list(stface_handles& handles, char *image_path, char *list_path) { cv_feature_t *p_feature = stface_extract_feature(handles, image_path); if (p_feature == nullptr) { LOGP(DEBUG, "failed to extract image: %s", image_path); return false; } FILE *fp_path = fopen(list_path, "r"); if(!fp_path) { LOGP(DEBUG, "failed to load %s", list_path); return false; } std::vector list_feature; list_feature.clear(); for (;;) { char image_path[_MAX_PATH]; int num = fscanf(fp_path, "%s", image_path); if (num != 1) { break; } LOGP(DEBUG, "extracting %s", image_path); // get the face feature cv_feature_t *p_feature = stface_extract_feature(handles, image_path); if (!p_feature) { LOGP(DEBUG, "failed to extract image: %s", image_path); continue; } list_feature.push_back(p_feature); } fclose(fp_path); const int top_k = 10; int top_idxs[top_k]; float top_scores[top_k]; unsigned int result_length = 0; cv_result_t cv_result = cv_verify_search_face_from_list(handles.handle_verify, &list_feature[0], list_feature.size(), p_feature, top_k, top_idxs, top_scores, &result_length); if (cv_result == CV_OK) { for (unsigned int t = 0; t < result_length; t++) { LOGP(DEBUG, "%d\t%0.2f", top_idxs[t], top_scores[t]); } } else { LOGP(DEBUG, "search face failed"); } cv_verify_release_feature(p_feature); for (int i = 0; i < list_feature.size(); i++) { cv_verify_release_feature(list_feature[i]); } LOGP(DEBUG, "list search done!"); return true; } void stface_get_help() { LOGP(DEBUG, "Usage: help | Get cmd list"); LOGP(DEBUG, "Usage: search p_image_colorpath | Search image in db"); LOGP(DEBUG, "Usage: add p_image_colorpath | Add image in db, return idx in db, if idx < 0 means failed"); LOGP(DEBUG, "Usage: del idx | Delete image in db"); LOGP(DEBUG, "Usage: save db_file | Save current db in db_file"); LOGP(DEBUG, "Usage: load db_file | Load db in db_file"); LOGP(DEBUG, "Usage: gen p_image_colorlist db_file | Gen images in p_image_colorlist and save in db_file"); LOGP(DEBUG, "Usage: exit | Exit the program"); } int stface_main(stface_handles& handles, int argc, char *argv[]) { cv_result_t cv_result = cv_face_create_detector(&handles.handle_detect, nullptr, CV_DETECT_ENABLE_ALIGN_21); if (cv_result != CV_OK){ LOGP(DEBUG, "create detect handle failed, error code %d", cv_result); } cv_result = cv_verify_create_handle(&handles.handle_verify, "../../../models/verify.model"); if (cv_result != CV_OK){ LOGP(DEBUG, "create verify handle failed, error code %d", cv_result); } cv_result = cv_verify_create_db(&handles.handle_db); if (cv_result != CV_OK){ LOGP(DEBUG, "create db handle failed, error code %d", cv_result); } if (handles.handle_detect != nullptr && handles.handle_verify != nullptr && handles.handle_db != nullptr) { // stface_db_gen("list.txt","out.db"); LOGP(DEBUG, "Database is empty at the beginning"); LOGP(DEBUG, "Please input 'help' to get the cmd list"); char input_code[256]; char image_path[_MAX_PATH]; char db_path[_MAX_PATH]; char command[256]; input_code[0] = 0; while (1) { LOGP(DEBUG, ">>"); if (!fgets(input_code, 256, stdin)) { LOGP(DEBUG, "read nothing"); continue; } int input_length = strlen(input_code); if (input_length > 0 && input_code[input_length - 1] == '\n') { input_code[--input_length] = 0; } if (input_length == 0) { continue; } std::string str_input_code(input_code); if (strcmp(str_input_code.c_str(), "help") == 0) { stface_get_help(); } else if (strcmp(str_input_code.substr(0, 3).c_str(), "add") == 0) { int input_number = sscanf(input_code, "%s%s", command, image_path); if (input_number != 2) { LOGP(DEBUG, "invalid! Usage: add p_image_colorpath"); continue; } int idx = stface_db_add(handles, image_path); cout << "idx = " << idx << endl; } else if (strcmp(str_input_code.substr(0, 3).c_str(), "del") == 0) { int idx = -1; int input_number = sscanf(input_code, "%s%d", image_path, &idx); if (input_number != 2) { LOGP(DEBUG, "invalid! Usage: del idx(unsigned int"); continue; } stface_db_del(handles, idx); } else if (strcmp(str_input_code.substr(0, 4).c_str(), "save") == 0) { int input_number = sscanf(input_code, "%s%s", command, image_path); if (input_number != 2) { LOGP(DEBUG, "invalid! Usage: save db_file"); continue; } stface_db_save(handles, image_path); } else if (strcmp(str_input_code.substr(0, 4).c_str(), "load") == 0) { int input_number = sscanf(input_code, "%s%s", command, image_path); if (input_number != 2) { LOGP(DEBUG, "invalid! Usage: load db_file"); continue; } stface_db_load(handles, image_path); } else if (strcmp(str_input_code.c_str(), "exit") == 0) { break; } else if (strcmp(str_input_code.substr(0, 3).c_str(), "gen") == 0) { int input_number = sscanf(input_code, "%s%s%s", command, image_path, db_path); if (input_number != 3) { LOGP(DEBUG, "invalid! Usage: gen p_image_colorlist_file db_file"); continue; } stface_db_gen(handles, image_path, db_path); } else if (strcmp(str_input_code.substr(0, 6).c_str(), "search") == 0) { int input_number = sscanf(input_code, "%s%s", command, image_path); if (input_number != 2) { LOGP(DEBUG, "invalid! Usage: search p_image_colorpath"); continue; } stface_search_db(handles, image_path); } else if (strcmp(str_input_code.substr(0, 10).c_str(), "listsearch") == 0) { char search_path[_MAX_PATH]; int input_number = sscanf(input_code, "%s%s%s", command, search_path, image_path); if (input_number != 3) { LOGP(DEBUG, "invalid! Usage: listsearch p_image_colorsrcpath p_image_colorlistpath"); continue; } stface_search_list(handles, search_path, image_path); } else { LOGP(DEBUG, "invalid cmd, please input 'help' to get the cmd list"); } } } cv_face_destroy_detector(handles.handle_detect); cv_verify_destroy_db(handles.handle_db); cv_verify_destroy_handle(handles.handle_verify); return 0; } int stface_init_license(const char* lic_path) { //加载授权证书 cv_result_t cv_result = cv_face_public_init_license(lic_path, "license"); if(cv_result != CV_OK) { LOGP(ERROR, "cv_face_public_init_license error %d", cv_result); return -1; } return 0; }