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import cv2 |
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import numpy as np |
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def letterbox( |
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img, |
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new_shape=(640, 640), |
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color=(114, 114, 114), |
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auto=True, |
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scaleFill=False, |
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scaleup=True, |
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stride=32, |
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): |
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shape = img.shape[:2] |
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if isinstance(new_shape, int): |
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new_shape = (new_shape, new_shape) |
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r = min(new_shape[0] / shape[0], new_shape[1] / shape[1]) |
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if not scaleup: |
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r = min(r, 1.0) |
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ratio = r, r |
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new_unpad = int(round(shape[1] * r)), int(round(shape[0] * r)) |
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dw, dh = new_shape[1] - new_unpad[0], new_shape[0] - new_unpad[1] |
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if auto: |
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dw, dh = np.mod(dw, stride), np.mod(dh, stride) |
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elif scaleFill: |
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dw, dh = 0.0, 0.0 |
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new_unpad = (new_shape[1], new_shape[0]) |
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ratio = new_shape[1] / shape[1], new_shape[0] / shape[0] |
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dw /= 2 |
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dh /= 2 |
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if shape[::-1] != new_unpad: |
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img = cv2.resize(img, new_unpad, interpolation=cv2.INTER_LINEAR) |
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top, bottom = int(round(dh - 0.1)), int(round(dh + 0.1)) |
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left, right = int(round(dw - 0.1)), int(round(dw + 0.1)) |
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img = cv2.copyMakeBorder(img, top, bottom, left, right, cv2.BORDER_CONSTANT, value=color) |
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return img, ratio, (dw, dh) |
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