I am trying to work on a Face Recognition system in Python OpenCV but I keep getting the following error "!empty() in function 'cv::CascadeClassifier::detectMultiScale'" This is the code that I'm using: import cv2 import os import numpy as np from PIL import Image import pickle BASE_DIR = os.path.dirname(os.path.abspath(__file__)) image_dir = os.path.join(BASE_DIR, "foto") face_cascade = cv2.CascadeClassifier('haarcascade_frontalface_alt2.xml') recognizer = cv2.face.LBPHFaceRecognizer_create() current_id = 0 label_ids = {} y_labels = [] x_train = [] for root, dirs, files in os.walk(image_dir): for file in files: if file.endswith("png") or file.endswith("jpg"): path = os.path.join(root, file) label = os.path.basename(root).replace(" ", "-").lower() #print(label, path) if not label in label_ids: label_ids[label] = current_id current_id += 1 id_ = label_ids[label] #print(label_ids) #y_labels.append(label) # some number #x_train.append(path) # verify this image, turn into a NUMPY arrray, GRAY pil_image = Image.open(path).convert("L") # grayscale size = (550, 550) final_image = pil_image.resize(size, Image.ANTIALIAS) image_array = np.array(final_image, "uint8") #print(image_array) faces = face_cascade.detectMultiScale(image_array, scaleFactor=1.5, minNeighbors=5) for (x,y,w,h) in faces: roi = image_array[y:y+h, x:x+w] x_train.append(roi) y_labels.append(id_) #print(y_labels) #print(x_train) with open("pickles/face-labels.pickle", 'wb') as f: pickle.dump(label_ids, f) recognizer.train(x_train, np.array(y_labels)) recognizer.save("recognizers/face-trainner.yml") What am I doing wrong? Continue reading...