写一个YOLOv5s的接口代码
时间: 2024-01-31 07:01:50 浏览: 26
好的,我可以帮您写一个YOLOv5s的接口代码,以下是示例代码:
```python
import torch
from models.experimental import attempt_load
from utils.general import non_max_suppression
from utils.torch_utils import select_device
device = select_device('')
model = attempt_load('./yolov5s.pt', map_location=device)
model.to(device).eval()
def detect(image_path):
img = torch.from_numpy(cv2.imread(str(image_path))[:, :, ::-1]).float()
img /= 255.0
if img.ndimension() == 3:
img = img.unsqueeze(0)
img = img.to(device)
pred = model(img, augment=False)[0]
pred = non_max_suppression(pred, conf_thres=0.25, iou_thres=0.45)[0]
results = []
for obj in pred:
label = obj[-1]
box = obj[:4].int().tolist()
results.append({'label': label, 'box': box})
return results
```
这段代码会检测一张图片,并返回检测到的目标的标签和位置信息。请注意,这是一个示例代码,需要根据具体需求进行调整和优化。