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@ -48,23 +48,29 @@ def polygon_to_mask(polygon: np.ndarray, resolution_wh: Tuple[int, int]) -> np.n
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return mask
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def box_iou(box_true: Union[List[float], np.ndarray], box_detection: Union[List[float], np.ndarray]) -> float:
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def box_iou(
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box_true: Union[List[float], np.ndarray],
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box_detection: Union[List[float], np.ndarray]
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) -> float:
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"""
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Compute the Intersection over Union (IoU) between two bounding boxes.
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Both `box_true` and `box_detection` should be in (x_min, y_min, x_max, y_max) format.
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Both `box_true` and `box_detection` should be in (x_min, y_min, x_max, y_max)
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format.
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Note:
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Use `box_iou` when computing IoU between two individual boxes.
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For comparing multiple boxes (arrays of boxes), use `box_iou_batch` for better performance.
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For comparing multiple boxes (arrays of boxes), use `box_iou_batch` for better
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performance.
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Args:
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box_true (Union[List[float], np.ndarray]): A single bounding box represented as [x_min, y_min, x_max, y_max].
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box_detection (Union[List[float], np.ndarray]): A single bounding box represented as [x_min, y_min, x_max, y_max].
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box_true (Union[List[float], np.ndarray]): A single bounding box represented as
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[x_min, y_min, x_max, y_max].
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box_detection (Union[List[float], np.ndarray]): A single bounding box represented as
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[x_min, y_min, x_max, y_max].
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Returns:
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float: The IoU value between the two boxes.
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Ranges from 0.0 (no overlap) to 1.0 (perfect overlap).
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float: IoU score between the two boxes.
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"""
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box_true = np.array(box_true)
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box_detection = np.array(box_detection)
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@ -814,7 +820,7 @@ def move_oriented_boxes(
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])
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offset = np.array([5, 5])
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sv.move_oriented_boxes(xyxy=xyxy, offset=offset)
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sv.move_oriented_boxes(xyxy=xyxyxyxy, offset=offset)
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# array([
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# [
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# [25, 15],
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