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Uploaded app.py
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app.py
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import numpy as np
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import cv2
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import gradio as gr
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def detect_face(img):
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gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)
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path = "haarcascade_frontalface_default.xml"
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face_cascade = cv2.CascadeClassifier(path)
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faces = face_cascade.detectMultiScale(gray, scaleFactor=1.05, minNeighbors=17, minSize=(40, 40))
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return len(faces)
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def face_detector(image):
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img_np = np.array(image)
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img = cv2.cvtColor(img_np, cv2.COLOR_RGB2BGR)
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# img = cv2.cvtColor(image, cv2.COLOR_RGB2BGR)
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num_faces = detect_face(img)
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return num_faces
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title = "Face Detector: Counts the Number of Faces in an Image\n\n"
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title += "<span style='font-size: smaller;'>Subtitle: The face detector counts the number of faces and returns it. It works fairly well. This is built based on Haar Cascade Algorithm.</span>"
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iface = gr.Interface(
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fn=face_detector,
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inputs=gr.inputs.Image(type="pil", label="Upload an Image"),
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outputs="text",
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title=title,
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examples=[
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["sample_faces/angry_face.jpg"],
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["sample_faces/beard_man.jpg"],
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["sample_faces/bw_face.jpg"],
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["sample_faces/faces.jpeg"],
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["sample_faces/glass_man.jpg"],
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["sample_faces/normal_face.jpg"],
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["sample_faces/red_dress.jpg"]
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],
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allow_flagging=False,
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)
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if __name__ == "__main__":
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iface.launch()
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