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| # 3rd party dependencies | |
| import cv2 | |
| import matplotlib.pyplot as plt | |
| # project dependencies | |
| from deepface.modules import streaming | |
| from deepface import DeepFace | |
| img_path = "dataset/img1.jpg" | |
| img = cv2.imread(img_path) | |
| overlay_img_path = "dataset/img6.jpg" | |
| face_objs = DeepFace.extract_faces(overlay_img_path) | |
| overlay_img = face_objs[0]["face"][:, :, ::-1] * 255 | |
| overlay_img = cv2.resize(overlay_img, (112, 112)) | |
| raw_img = img.copy() | |
| demographies = DeepFace.analyze(img_path=img_path, actions=("age", "gender", "emotion")) | |
| demography = demographies[0] | |
| x = demography["region"]["x"] | |
| y = demography["region"]["y"] | |
| w = demography["region"]["w"] | |
| h = demography["region"]["h"] | |
| img = streaming.highlight_facial_areas(img=img, faces_coordinates=[(x, y, w, h)]) | |
| img = streaming.overlay_emotion( | |
| img=img, | |
| emotion_probas=demography["emotion"], | |
| x=x, | |
| y=y, | |
| w=w, | |
| h=h, | |
| ) | |
| img = streaming.overlay_age_gender( | |
| img=img, | |
| apparent_age=demography["age"], | |
| gender=demography["dominant_gender"][0:1], | |
| x=x, | |
| y=y, | |
| w=w, | |
| h=h, | |
| ) | |
| img = streaming.overlay_identified_face( | |
| img=img, | |
| target_img=overlay_img, | |
| label="angelina", | |
| x=x, | |
| y=y, | |
| w=w, | |
| h=h, | |
| ) | |
| plt.imshow(img[:, :, ::-1]) | |
| plt.show() | |