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from ultralytics import YOLO
# Load the small pretrained YOLOv8 object-detection model.
model = YOLO("yolov8n.pt")
# Run object detection on a test image.
results = model("bus4.jpg")
has_bus = False
max_confidence = 0.0
for result in results:
class_names = result.names
detected_classes = result.boxes.cls.tolist()
confidences = result.boxes.conf.tolist()
# Check each detected object and its matching confidence score
for cls_id, conf in zip(detected_classes, confidences):
if class_names[int(cls_id)] == "bus":
has_bus = True
# Keep track of the highest confidence if there are multiple buses
if conf > max_confidence:
max_confidence = conf
# Output the Yes/No answer and the confidence percentage
if has_bus:
print("Yes")
print(f"Confidence: {max_confidence * 100:.1f}%")
else:
print("No")