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unit test to confirm all faces detected
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@ -119,25 +119,31 @@ def image_to_base64(image_path):
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def test_facial_coordinates_are_in_borders():
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detectors = ["retinaface", "mtcnn"]
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expected_faces = [7, 6]
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img_path = "dataset/selfie-many-people.jpg"
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img = cv2.imread(img_path)
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height, width, _ = img.shape
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results = DeepFace.extract_faces(img_path=img_path)
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for i, detector_backend in enumerate(detectors):
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results = DeepFace.extract_faces(img_path=img_path, detector_backend=detector_backend)
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assert len(results) > 0
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# this is a hard example, mtcnn can detect 6 and retinaface can detect 7 faces
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# be sure all those faces detected. any change in detection module can break this.
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assert len(results) == expected_faces[i]
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for result in results:
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facial_area = result["facial_area"]
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for result in results:
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facial_area = result["facial_area"]
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x = facial_area["x"]
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y = facial_area["y"]
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w = facial_area["w"]
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h = facial_area["h"]
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x = facial_area["x"]
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y = facial_area["y"]
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w = facial_area["w"]
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h = facial_area["h"]
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assert x >= 0
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assert y >= 0
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assert x + w < width
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assert y + h < height
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assert x >= 0
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assert y >= 0
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assert x + w < width
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assert y + h < height
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logger.info("✅ facial area coordinates are all in image borders")
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logger.info(f"✅ facial area coordinates are all in image borders for {detector_backend}")
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