updates
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@ -643,8 +643,9 @@ def cutout(image, labels):
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# Intersection over box2 area
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# Intersection over box2 area
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return inter_area / box2_area
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return inter_area / box2_area
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# random mask_size up to 50% image size
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# create random masks
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s = 0.5 # scale
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scales = [0.5] * 1 # + [0.25] * 4 + [0.125] * 16 # image size fraction
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for s in scales:
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mask_h = random.randint(1, int(h * s))
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mask_h = random.randint(1, int(h * s))
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mask_w = random.randint(1, int(w * s))
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mask_w = random.randint(1, int(w * s))
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@ -663,6 +664,7 @@ def cutout(image, labels):
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box = np.array([xmin, ymin, xmax, ymax], dtype=np.float32)
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box = np.array([xmin, ymin, xmax, ymax], dtype=np.float32)
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ioa = bbox_ioa(box, labels[:, 1:5]) # intersection over area
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ioa = bbox_ioa(box, labels[:, 1:5]) # intersection over area
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labels = labels[ioa < 0.90] # remove >90% obscured labels
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labels = labels[ioa < 0.90] # remove >90% obscured labels
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return labels
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return labels
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