yolov8中计算iou的测试代码?
时间: 2024-05-12 11:12:11 浏览: 195
yolov8源码,测试可用
在 YOLOv8 中,计算 IOU 的测试代码主要涉及以下几个步骤:
1. 确定预测框和真实框的位置信息。
2. 计算两个框的面积并得到它们的交集面积。
3. 根据交集面积和两个框的面积,计算 IOU。
下面是一个简单的 Python 代码示例,用于计算两个矩形框之间的 IOU 值:
```python
def iou(box1, box2):
"""
Calculate the Intersection over Union (IoU) of two bounding boxes.
Args:
box1: List with the coordinates of the top-left and bottom-right corners of box1: [x1, y1, x2, y2].
box2: List with the coordinates of the top-left and bottom-right corners of box2: [x1, y1, x2, y2].
Returns:
iou: The IoU value as a float.
"""
# Calculate the coordinates of the intersection rectangle
x1 = max(box1, box2)
y1 = max(box1[1], box2)
x2 = min(box1, box2)
y2 = min(box1, box2)
# If the boxes do not intersect, return 0
if x2 < x1 or y2 < y1:
return 0.0
# Calculate the area of intersection rectangle
intersection_area = (x2 - x1) * (y2 - y1)
# Calculate the area of both boxes
box1_area = (box1 - box1) * (box1 - box1)
box2_area = (box2 - box2) * (box2 - box2[1])
# Calculate the intersection over union
iou = intersection_area / float(box1_area + box2_area - intersection_area)
return iou
```
阅读全文