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psedu-batching fastmtcnn

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galthran-wq 2025-02-18 09:48:01 +00:00
parent f5188c802c
commit 26e537d2a5
1 changed files with 18 additions and 1 deletions
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19
deepface/models/face_detection/FastMtCnn.py
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@ -17,10 +17,27 @@ class FastMtCnnClient(Detector):
def __init__(self):
self.model = self.build_model()
def detect_faces(self, img: np.ndarray) -> List[FacialAreaRegion]:
def detect_faces(self, img: Union[np.ndarray, List[np.ndarray]]) -> Union[List[FacialAreaRegion], List[List[FacialAreaRegion]]]:
"""
Detect and align face with mtcnn
Args:
img (Union[np.ndarray, List[np.ndarray]]): pre-loaded image as numpy array or a list of those
Returns:
results (Union[List[FacialAreaRegion], List[List[FacialAreaRegion]]]): A list or a list of lists of FacialAreaRegion objects
"""
if isinstance(img, np.ndarray):
return self._process_single_image(img)
elif isinstance(img, list):
return [self._process_single_image(single_img) for single_img in img]
else:
raise ValueError("Input must be a numpy array or a list of numpy arrays.")
def _process_single_image(self, img: np.ndarray) -> List[FacialAreaRegion]:
"""
Helper function to detect faces in a single image.
Args:
img (np.ndarray): pre-loaded image as numpy array