>|hddlmZmZmZmZmZmZddlZddl Z ddl m Z ddl m Z ddlmZmZddlmZddlmZddlmZed Zej0Zed k(rdd lmZn ed k(rdd lmZ ddeeej<fdeeeefdede de dede deeeeffdZ!dej<dee"e#fdee"e#fdeej<e$ffdZ%y))AnyDictListTupleUnionOptionalN)Image) preprocessing) DetectedFaceFacialAreaRegion)DetectorWrapper) package_utils)Loggerzdeepface/modules/detection.py)module)imageimg_path target_sizedetector_backendenforce_detectionalignexpand_percentage grayscalereturnc (g}tj|\} } | td| tdd| jd| jdd} |dk(rt | | dg} nt j|| ||} t| dk(r |d ur| td | d td t| dk(r|d urt | | dg} | D]} | j}| j}|jddk(s|jddk(rA|d ur$tj|tj}|8|d|jdz }|d|jdz }t||}t|jd|zt|jd|zf}tj ||}|d|jdz }|d|jdz }|d ur1t#j$||dz||dzz f|dz||dzz fdfd}n/t#j$||dz||dzz f|dz||dzz ffd}|jdd|k7rtj ||}t'j(|}t#j*|d}|dz}|d urt|jdk(r|d}|j-|d ur|dddddddfn|t|j.t|j0t|j2t|j4|j6|j8dt;|j<ddt|dk(r|d k(rtd| d|S)aF Extract faces from a given image Args: img_path (str or np.ndarray): Path to the first image. Accepts exact image path as a string, numpy array (BGR), or base64 encoded images. target_size (tuple): final shape of facial image. black pixels will be added to resize the image. detector_backend (string): face detector backend. Options: 'opencv', 'retinaface', 'mtcnn', 'ssd', 'dlib', 'mediapipe', 'yolov8' (default is opencv) enforce_detection (boolean): If no face is detected in an image, raise an exception. Default is True. Set to False to avoid the exception for low-resolution images. align (bool): Flag to enable face alignment (default is True). expand_percentage (int): expand detected facial area with a percentage grayscale (boolean): Flag to convert the image to grayscale before processing (default is False). human_readable (bool): Flag to make the image human readable. 3D RGB for human readable or 4D BGR for ML models (default is False). Returns: results (List[Dict[str, Any]]): A list of dictionaries, where each dictionary contains: - "face" (np.ndarray): The detected face as a NumPy array. - "facial_area" (Dict[str, Any]): The detected face's regions as a dictionary containing: - keys 'x', 'y', 'w', 'h' with int values - keys 'left_eye', 'right_eye' with a tuple of 2 ints as values - "confidence" (float): The confidence score associated with the detected face. NzException while loading rr)xywh confidenceskip)img facial_arear!)rr#rrTzFace could not be detected in ze.Please confirm that the picture is a face photo or consider to set enforce_detection param to False.zFace could not be detected. Please confirm that the picture is a face photo or consider to set enforce_detection param to False.Fr)rrconstant)axis)rrrr left_eye right_eye)facer$r!z&Exception while extracting faces from z0.Consider to set enforce_detection arg to False.)r load_image ValueErrorr shaper r detect_faceslenr#r$cv2cvtColorCOLOR_BGR2GRAYminintresizenppadr img_to_array expand_dimsappendrrrr r*r+roundr!)rrrrrrrhuman_readable resp_objsr#img_name base_region face_objsface_obj current_imgcurrent_regionfactor_0factor_1factordsizediff_0diff_1 img_pixelss Y/var/www/html/test/engine/venv/lib/python3.12/site-packages/deepface/modules/detection.py extract_facesrNs`I",,X6MC {3H:>??"Q!syy|syy|XYZK6!!c{qQR #00-/   9~0D8  0 ;GG  G   9~0E9!c{qQR G ll !--   Q 1 $ (9(9!(<(A   ,,{C4F4FGK  ""1~ (9(9!(< >  r#r*r+c `|||dfS|jddk(s|jddk(r|dfSttjtj|d|dz |d|dz }tj t j|j|}||fS)a Align a given image horizantally with respect to their left and right eye locations Args: img (np.ndarray): pre-loaded image with detected face left_eye (list or tuple): coordinates of left eye with respect to the you right_eye(list or tuple): coordinates of right eye with respect to the you Returns: img (np.ndarray): aligned facial image rr) r/floatr8degreesarctan2arrayr fromarrayrotate)r#r*r+angles rM align_facerXs9,Av  yy|qCIIaLA-Av "**RZZ ! x{(BIaLS[\]S^D^_` aE ((5??3'..u5 6C :rO))rYopencvTTrFF)&typingrrrrrrnumpyr8r2PILr deepface.modulesr deepface.models.Detectorr r deepface.detectorsr deepface.commonsrdeepface.commons.loggerrloggerget_tf_major_versiontf_major_versionkeras.preprocessingrtensorflow.keras.preprocessingstrndarrayr6boolrNlisttuplerQrXrOrMrnsA:: +C.** 6 7 6=557q)4 .8$"dCO$d%S/*dd d  d  dd $sCx.dN D%K T5[! 2::u  rO