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Face recognition bug fixes (#17401)
* Simplify normalization * Fix confidence check
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@ -10,7 +10,7 @@ from scipy import stats
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from frigate.config import FrigateConfig
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from frigate.const import MODEL_CACHE_DIR
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from frigate.embeddings.onnx.facenet import ArcfaceEmbedding
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from frigate.embeddings.onnx.face_embedding import ArcfaceEmbedding
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logger = logging.getLogger(__name__)
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@ -329,7 +329,7 @@ class ArcFaceRecognizer(FaceRecognizer):
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cosine_similarity = dot_product / (magnitude_A * magnitude_B)
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confidence = self.similarity_to_confidence(cosine_similarity)
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if cosine_similarity > score:
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if confidence > score:
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score = confidence
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label = name
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@ -90,8 +90,7 @@ class ArcfaceEmbedding(BaseEmbedding):
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frame[y_center : y_center + og_h, x_center : x_center + og_w] = og
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# run arcface normalization
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normalized_image = frame.astype(np.float32) / 255.0
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frame = (normalized_image - 0.5) / 0.5
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frame = (frame / 127.5) - 1.0
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frame = np.transpose(frame, (2, 0, 1))
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frame = np.expand_dims(frame, axis=0)
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