ADD: Added box_iou

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Ashp116 committed 2025-07-10 03:05:30 -04:00
1 parent ddfbaa3127
commit 6e87237070
1 file changed
+28
+28
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@@ -47,6 +47,34 @@ def polygon_to_mask(polygon: np.ndarray, resolution_wh: Tuple[int, int]) -> np.n
cv2.fillPoly(mask, [polygon.astype(np.int32)], color=1)
return mask
def box_iou(box1: np.ndarray, box2: np.ndarray) -> float:
"""
Compute the Intersection over Union (IoU) between two bounding boxes.
Args:
box1 (np.ndarray): A bounding box represented as [x1, y1, x2, y2].
box2 (np.ndarray): A bounding box represented as [x1, y1, x2, y2].
Returns:
float: The IoU value between box1 and box2.
Ranges from 0.0 (no overlap) to 1.0 (perfect overlap).
"""
inter_x1 = max(box1[0], box2[0])
inter_y1 = max(box1[1], box2[1])
inter_x2 = min(box1[2], box2[2])
inter_y2 = min(box1[3], box2[3])
inter_w = max(0, inter_x2 - inter_x1)
inter_h = max(0, inter_y2 - inter_y1)
inter_area = inter_w * inter_h
area1 = (box1[2] - box1[0]) * (box1[3] - box1[1])
area2 = (box2[2] - box2[0]) * (box2[3] - box2[1])
union_area = area1 + area2 - inter_area
return inter_area / union_area + 1e-6
def box_iou_batch(boxes_true: np.ndarray, boxes_detection: np.ndarray) -> np.ndarray:
"""