| import os | |
| import sys | |
| import numpy as np | |
| import ctypes, ctypes.util | |
| from enum import Enum | |
| from ctypes import * | |
| from numpy.ctypeslib import ndpointer | |
| def print_log(fmt): print("[LOG] \033[98m{}\033[00m" .format(fmt)) | |
| def print_info(fmt): print("[INFO] \033[92m{}\033[00m" .format(fmt)) | |
| def print_error(fmt): print("[ERR] \033[91m{}\033[00m" .format(fmt)) | |
| def print_warning(fmt): print("[WARNING] \033[93m{}\033[00m" .format(fmt)) | |
| class ENGINE_CODE(Enum): | |
| E_NO_FACE = 0 | |
| E_ACTIVATION_ERROR = -1 | |
| E_ENGINE_INIT_ERROR = -2 | |
| class LIVENESS_CODE(Enum): | |
| L_TOO_SMALL_FACE = -100 | |
| L_BORDERLINE_FACE = -200 | |
| L_TOO_TURNED_FACE = -300 | |
| L_COVERED_FACE = -400 | |
| L_MULTIPLE_FACE = -500 | |
| L_DEEP_FAKE = -600 | |
| lib_path = os.path.abspath(os.path.dirname(__file__)) + '/libliveness_v7.so' | |
| lib = cdll.LoadLibrary(lib_path) | |
| get_version = lib.ttv_version | |
| get_version.argtypes = [] | |
| get_version.restype = ctypes.c_char_p | |
| get_deviceid = lib.ttv_get_hwid | |
| get_deviceid.argtypes = [] | |
| get_deviceid.restype = ctypes.c_char_p | |
| init_sdk = lib.ttv_init | |
| init_sdk.argtypes = [ctypes.c_char_p, ctypes.c_char_p] | |
| init_sdk.restype = ctypes.c_int32 | |
| init_sdk_offline = lib.ttv_init_offline | |
| init_sdk_offline.argtypes = [ctypes.c_char_p, ctypes.c_char_p] | |
| init_sdk_offline.restype = ctypes.c_int32 | |
| detect_face_rgb = lib.ttv_detect_face | |
| detect_face_rgb.argtypes = [ndpointer(ctypes.c_ubyte, flags='C_CONTIGUOUS'), ctypes.c_int32, ctypes.c_int32, ndpointer(ctypes.c_int32, flags='C_CONTIGUOUS'), ndpointer(ctypes.c_double, flags='C_CONTIGUOUS'), ndpointer(ctypes.c_double, flags='C_CONTIGUOUS')] | |
| detect_face_rgb.restype = ctypes.c_int32 | |
| DEFAULT_THRESHOLD = 0 | |
| def check_liveness(image_mat, spoof_threshold = DEFAULT_THRESHOLD): | |
| result = "" | |
| score = 0 | |
| if image_mat is None: | |
| result = "Failed to open image" | |
| return result, None, None, None | |
| face_rect = np.zeros([4], dtype=np.int32) | |
| liveness_score = np.zeros([1], dtype=np.double) | |
| angles = np.zeros([3], dtype=np.double) | |
| width = image_mat.shape[1] | |
| height = image_mat.shape[0] | |
| ret = detect_face_rgb(image_mat, width, height, face_rect, liveness_score, angles) | |
| if ret <= 0: | |
| if ret == ENGINE_CODE.E_ACTIVATION_ERROR.value: | |
| result = "ACTIVATION ERROR" | |
| elif ret == ENGINE_CODE.E_ENGINE_INIT_ERROR.value: | |
| result = "ENGINE INIT ERROR" | |
| elif ret == ENGINE_CODE.E_NO_FACE.value: | |
| result = "NO FACE" | |
| return result, None, None, None | |
| score = liveness_score[0] | |
| if score == LIVENESS_CODE.L_TOO_SMALL_FACE.value: | |
| result = "TOO SMALL FACE" | |
| elif score == LIVENESS_CODE.L_BORDERLINE_FACE.value: | |
| result = "FACE CUT OFF" | |
| elif score == LIVENESS_CODE.L_TOO_TURNED_FACE.value: | |
| result = "TOO TURNED FACE" | |
| elif score == LIVENESS_CODE.L_COVERED_FACE.value: | |
| result = "COVERED FACE" | |
| elif score == LIVENESS_CODE.L_MULTIPLE_FACE.value: | |
| result = "MULTIPLE FACES" | |
| elif score == LIVENESS_CODE.L_DEEP_FAKE.value: | |
| result = "DEEP FAKE DETECTED" | |
| elif score > spoof_threshold: | |
| result = "REAL" | |
| else: | |
| result = "SPOOF" | |
| return result, face_rect, score, angles | |