Car detection

Car Detection

from ultralytics import YOLO
import cv2

# Load the pre-trained YOLOv8 model
model = YOLO('yolov8n.pt')  # Replace 'yolov8s.pt' with 'yolov8n.pt' for a lighter model if necessary

# Dictionary to filter and label specific objects
target_classes = model.names

# Reference the camera directly by device path
cap = cv2.VideoCapture('/dev/video0')  # Replace '/dev/video0' with your device path if different

while cap.isOpened():
    ret, frame = cap.read()
    if not ret:
        print("Error: Could not read from camera")
        break

    # Run YOLOv8 inference on the frame
    results = model.predict(frame, conf=0.5, imgsz=128)

    # Loop through results and only show detections for specified classes
    for result in results:
        boxes = result.boxes  # Bounding boxes
        for box in boxes:
            class_id = int(box.cls)
            if class_id in target_classes:
                label_name = target_classes[class_id]  # Get the label from the dictionary
                x1, y1, x2, y2 = map(int, box.xyxy[0])  # Coordinates
                confidence = box.conf[0]  # Confidence score
                label = f"{label_name} {confidence:.2f}"

                # Draw the bounding box and label on the frame
                cv2.rectangle(frame, (x1, y1), (x2, y2), (0, 255, 0), 2)
                cv2.putText(frame, label, (x1, y1 - 10), cv2.FONT_HERSHEY_SIMPLEX, 0.5, (0, 255, 0), 2)

    # Display the frame
    cv2.imshow('YOLOv8 Targeted Detection', frame)

    # Press 'q' to exit
    if cv2.waitKey(1) & 0xFF == ord('q'):
        break

cap.release()
cv2.destroyAllWindows()

0: 96x128 1 person, 8.5ms
Speed: 0.3ms preprocess, 8.5ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.6ms
Speed: 0.5ms preprocess, 7.6ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.2ms
Speed: 0.4ms preprocess, 7.2ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 6.7ms
Speed: 0.4ms preprocess, 6.7ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 9.4ms
Speed: 0.5ms preprocess, 9.4ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 6.7ms
Speed: 0.4ms preprocess, 6.7ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.6ms
Speed: 1.4ms preprocess, 10.6ms inference, 0.8ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.2ms
Speed: 0.5ms preprocess, 11.2ms inference, 0.8ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.1ms
Speed: 0.5ms preprocess, 11.1ms inference, 1.0ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.1ms
Speed: 0.5ms preprocess, 11.1ms inference, 0.8ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.1ms
Speed: 0.4ms preprocess, 11.1ms inference, 0.9ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 8.6ms
Speed: 0.4ms preprocess, 8.6ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 8.4ms
Speed: 0.6ms preprocess, 8.4ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.5ms
Speed: 0.4ms preprocess, 7.5ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.4ms
Speed: 0.6ms preprocess, 7.4ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.4ms
Speed: 0.6ms preprocess, 7.4ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 8.1ms
Speed: 0.5ms preprocess, 8.1ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.8ms
Speed: 0.6ms preprocess, 7.8ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.4ms
Speed: 0.8ms preprocess, 10.4ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.5ms
Speed: 0.6ms preprocess, 10.5ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.6ms
Speed: 0.6ms preprocess, 10.6ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 8.7ms
Speed: 0.5ms preprocess, 8.7ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.4ms
Speed: 0.8ms preprocess, 10.4ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.2ms
Speed: 0.5ms preprocess, 10.2ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.6ms
Speed: 0.9ms preprocess, 10.6ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.5ms
Speed: 0.8ms preprocess, 10.5ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.8ms
Speed: 0.5ms preprocess, 10.8ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 12.1ms
Speed: 0.6ms preprocess, 12.1ms inference, 0.9ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 8.8ms
Speed: 0.5ms preprocess, 8.8ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 9.4ms
Speed: 0.5ms preprocess, 9.4ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 8.5ms
Speed: 0.6ms preprocess, 8.5ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.9ms
Speed: 0.6ms preprocess, 7.9ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 9.0ms
Speed: 0.4ms preprocess, 9.0ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 9.7ms
Speed: 0.6ms preprocess, 9.7ms inference, 0.8ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.7ms
Speed: 0.5ms preprocess, 11.7ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.9ms
Speed: 0.5ms preprocess, 10.9ms inference, 0.8ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.0ms
Speed: 0.5ms preprocess, 11.0ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.7ms
Speed: 0.5ms preprocess, 7.7ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.6ms
Speed: 0.6ms preprocess, 11.6ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.9ms
Speed: 0.5ms preprocess, 10.9ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 8.6ms
Speed: 0.5ms preprocess, 8.6ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.4ms
Speed: 0.4ms preprocess, 7.4ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.7ms
Speed: 0.6ms preprocess, 7.7ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.6ms
Speed: 0.6ms preprocess, 10.6ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.7ms
Speed: 0.8ms preprocess, 10.7ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.2ms
Speed: 0.6ms preprocess, 11.2ms inference, 0.8ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.3ms
Speed: 0.6ms preprocess, 10.3ms inference, 0.8ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.5ms
Speed: 0.5ms preprocess, 10.5ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 12.9ms
Speed: 0.5ms preprocess, 12.9ms inference, 0.8ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.3ms
Speed: 0.9ms preprocess, 10.3ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 12.2ms
Speed: 0.8ms preprocess, 12.2ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.5ms
Speed: 0.6ms preprocess, 10.5ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.7ms
Speed: 0.7ms preprocess, 10.7ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.7ms
Speed: 0.6ms preprocess, 10.7ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.4ms
Speed: 0.8ms preprocess, 10.4ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.0ms
Speed: 0.7ms preprocess, 11.0ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.7ms
Speed: 0.9ms preprocess, 10.7ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 9.1ms
Speed: 0.5ms preprocess, 9.1ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.2ms
Speed: 0.5ms preprocess, 10.2ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.2ms
Speed: 0.6ms preprocess, 11.2ms inference, 0.8ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.1ms
Speed: 0.4ms preprocess, 7.1ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 6.9ms
Speed: 0.5ms preprocess, 6.9ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.7ms
Speed: 0.7ms preprocess, 7.7ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.2ms
Speed: 0.7ms preprocess, 7.2ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.2ms
Speed: 0.4ms preprocess, 7.2ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.8ms
Speed: 0.7ms preprocess, 7.8ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 12.3ms
Speed: 0.8ms preprocess, 12.3ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 12.6ms
Speed: 0.7ms preprocess, 12.6ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 12.1ms
Speed: 0.6ms preprocess, 12.1ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.3ms
Speed: 0.6ms preprocess, 10.3ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.0ms
Speed: 0.6ms preprocess, 10.0ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.2ms
Speed: 0.7ms preprocess, 10.2ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.1ms
Speed: 0.7ms preprocess, 10.1ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.3ms
Speed: 0.6ms preprocess, 10.3ms inference, 0.8ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.7ms
Speed: 0.6ms preprocess, 10.7ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 9.6ms
Speed: 0.6ms preprocess, 9.6ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 6.6ms
Speed: 0.4ms preprocess, 6.6ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 9.6ms
Speed: 0.6ms preprocess, 9.6ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.8ms
Speed: 0.6ms preprocess, 10.8ms inference, 1.0ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.6ms
Speed: 0.6ms preprocess, 7.6ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.5ms
Speed: 0.4ms preprocess, 7.5ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.9ms
Speed: 0.8ms preprocess, 7.9ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 9.7ms
Speed: 0.6ms preprocess, 9.7ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.4ms
Speed: 0.7ms preprocess, 10.4ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.9ms
Speed: 0.7ms preprocess, 10.9ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.2ms
Speed: 0.6ms preprocess, 10.2ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.7ms
Speed: 0.4ms preprocess, 7.7ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 8.4ms
Speed: 0.7ms preprocess, 8.4ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.3ms
Speed: 0.5ms preprocess, 7.3ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.2ms
Speed: 0.6ms preprocess, 7.2ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.1ms
Speed: 0.8ms preprocess, 10.1ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.0ms
Speed: 0.6ms preprocess, 10.0ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.6ms
Speed: 0.4ms preprocess, 7.6ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 9.9ms
Speed: 0.6ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 9.9ms
Speed: 0.5ms preprocess, 9.9ms inference, 0.8ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.1ms
Speed: 0.7ms preprocess, 7.1ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 6.8ms
Speed: 0.6ms preprocess, 6.8ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.1ms
Speed: 0.5ms preprocess, 7.1ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.0ms
Speed: 0.7ms preprocess, 7.0ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.0ms
Speed: 0.7ms preprocess, 10.0ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 8.2ms
Speed: 0.8ms preprocess, 8.2ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.0ms
Speed: 0.4ms preprocess, 7.0ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.2ms
Speed: 0.7ms preprocess, 10.2ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 8.1ms
Speed: 0.7ms preprocess, 8.1ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.4ms
Speed: 0.5ms preprocess, 7.4ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.4ms
Speed: 0.8ms preprocess, 10.4ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.3ms
Speed: 0.8ms preprocess, 11.3ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.3ms
Speed: 0.7ms preprocess, 10.3ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.3ms
Speed: 0.6ms preprocess, 10.3ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.4ms
Speed: 0.6ms preprocess, 10.4ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.7ms
Speed: 0.5ms preprocess, 7.7ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.5ms
Speed: 0.6ms preprocess, 7.5ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 9.9ms
Speed: 0.4ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.1ms
Speed: 0.8ms preprocess, 10.1ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.0ms
Speed: 0.7ms preprocess, 10.0ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 8.8ms
Speed: 0.6ms preprocess, 8.8ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 8.2ms
Speed: 0.6ms preprocess, 8.2ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.3ms
Speed: 0.6ms preprocess, 10.3ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.2ms
Speed: 0.6ms preprocess, 10.2ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 8.9ms
Speed: 0.6ms preprocess, 8.9ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.6ms
Speed: 0.6ms preprocess, 7.6ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.7ms
Speed: 0.6ms preprocess, 7.7ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.9ms
Speed: 0.6ms preprocess, 7.9ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.1ms
Speed: 0.6ms preprocess, 10.1ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 9.4ms
Speed: 0.6ms preprocess, 9.4ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.6ms
Speed: 0.6ms preprocess, 7.6ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.5ms
Speed: 0.7ms preprocess, 7.5ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 8.1ms
Speed: 0.6ms preprocess, 8.1ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.7ms
Speed: 0.6ms preprocess, 7.7ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.7ms
Speed: 0.5ms preprocess, 7.7ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 8.5ms
Speed: 0.7ms preprocess, 8.5ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.4ms
Speed: 0.6ms preprocess, 10.4ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.9ms
Speed: 0.6ms preprocess, 11.9ms inference, 0.8ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 8.6ms
Speed: 0.6ms preprocess, 8.6ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.6ms
Speed: 0.4ms preprocess, 10.6ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.8ms
Speed: 0.5ms preprocess, 10.8ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.0ms
Speed: 0.6ms preprocess, 11.0ms inference, 0.8ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.3ms
Speed: 0.6ms preprocess, 10.3ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.2ms
Speed: 0.6ms preprocess, 11.2ms inference, 0.8ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.7ms
Speed: 0.7ms preprocess, 10.7ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.2ms
Speed: 0.8ms preprocess, 11.2ms inference, 1.0ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.8ms
Speed: 0.5ms preprocess, 7.8ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.6ms
Speed: 0.5ms preprocess, 11.6ms inference, 0.8ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.3ms
Speed: 0.7ms preprocess, 7.3ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 8.5ms
Speed: 0.5ms preprocess, 8.5ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 9.5ms
Speed: 0.5ms preprocess, 9.5ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 9.3ms
Speed: 0.6ms preprocess, 9.3ms inference, 0.8ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.5ms
Speed: 0.5ms preprocess, 7.5ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.7ms
Speed: 0.6ms preprocess, 7.7ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.9ms
Speed: 0.7ms preprocess, 7.9ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 8.5ms
Speed: 0.7ms preprocess, 8.5ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.7ms
Speed: 0.6ms preprocess, 7.7ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 8.8ms
Speed: 0.5ms preprocess, 8.8ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 8.5ms
Speed: 0.5ms preprocess, 8.5ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 8.5ms
Speed: 0.6ms preprocess, 8.5ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 8.7ms
Speed: 0.8ms preprocess, 8.7ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 9.3ms
Speed: 0.6ms preprocess, 9.3ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.8ms
Speed: 0.5ms preprocess, 7.8ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.8ms
Speed: 0.8ms preprocess, 7.8ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 8.6ms
Speed: 0.6ms preprocess, 8.6ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 8.2ms
Speed: 0.5ms preprocess, 8.2ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.8ms
Speed: 0.5ms preprocess, 7.8ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 8.3ms
Speed: 0.8ms preprocess, 8.3ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 9.9ms
Speed: 0.6ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 8.8ms
Speed: 0.6ms preprocess, 8.8ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.0ms
Speed: 0.5ms preprocess, 10.0ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.8ms
Speed: 0.5ms preprocess, 10.8ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.1ms
Speed: 0.5ms preprocess, 10.1ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.8ms
Speed: 0.6ms preprocess, 10.8ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.2ms
Speed: 0.6ms preprocess, 10.2ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.9ms
Speed: 0.6ms preprocess, 10.9ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.3ms
Speed: 0.6ms preprocess, 10.3ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 9.0ms
Speed: 0.5ms preprocess, 9.0ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.1ms
Speed: 0.5ms preprocess, 11.1ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 8.6ms
Speed: 0.5ms preprocess, 8.6ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 8.4ms
Speed: 0.6ms preprocess, 8.4ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 8.7ms
Speed: 0.7ms preprocess, 8.7ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 8.4ms
Speed: 0.5ms preprocess, 8.4ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 8.5ms
Speed: 0.3ms preprocess, 8.5ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 9.8ms
Speed: 0.5ms preprocess, 9.8ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.7ms
Speed: 0.4ms preprocess, 7.7ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 8.6ms
Speed: 0.6ms preprocess, 8.6ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.9ms
Speed: 0.5ms preprocess, 10.9ms inference, 0.9ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.0ms
Speed: 0.7ms preprocess, 11.0ms inference, 0.8ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.5ms
Speed: 0.8ms preprocess, 10.5ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 6.9ms
Speed: 0.5ms preprocess, 6.9ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.7ms
Speed: 0.6ms preprocess, 11.7ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.4ms
Speed: 0.7ms preprocess, 10.4ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.5ms
Speed: 0.7ms preprocess, 10.5ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.8ms
Speed: 0.7ms preprocess, 10.8ms inference, 0.8ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.3ms
Speed: 0.3ms preprocess, 7.3ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 13.5ms
Speed: 0.7ms preprocess, 13.5ms inference, 0.9ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.3ms
Speed: 0.7ms preprocess, 11.3ms inference, 0.8ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.1ms
Speed: 0.4ms preprocess, 11.1ms inference, 0.8ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 8.6ms
Speed: 0.8ms preprocess, 8.6ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.4ms
Speed: 0.6ms preprocess, 7.4ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.4ms
Speed: 0.7ms preprocess, 10.4ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.6ms
Speed: 0.6ms preprocess, 11.6ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.6ms
Speed: 0.6ms preprocess, 10.6ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 13.4ms
Speed: 0.8ms preprocess, 13.4ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 9.9ms
Speed: 0.9ms preprocess, 9.9ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 10.4ms
Speed: 0.5ms preprocess, 10.4ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 12.4ms
Speed: 0.8ms preprocess, 12.4ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 12.5ms
Speed: 0.6ms preprocess, 12.5ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 7.9ms
Speed: 0.4ms preprocess, 7.9ms inference, 0.3ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 7.1ms
Speed: 0.6ms preprocess, 7.1ms inference, 0.2ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 10.6ms
Speed: 0.9ms preprocess, 10.6ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 10.0ms
Speed: 0.6ms preprocess, 10.0ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 13.1ms
Speed: 0.9ms preprocess, 13.1ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 13.1ms
Speed: 0.5ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 7.2ms
Speed: 0.4ms preprocess, 7.2ms inference, 0.2ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 10.6ms
Speed: 0.8ms preprocess, 10.6ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 10.5ms
Speed: 0.8ms preprocess, 10.5ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 12.5ms
Speed: 0.9ms preprocess, 12.5ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 11.6ms
Speed: 0.7ms preprocess, 11.6ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 14.9ms
Speed: 0.8ms preprocess, 14.9ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 16.0ms
Speed: 0.8ms preprocess, 16.0ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 15.2ms
Speed: 0.7ms preprocess, 15.2ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 11.3ms
Speed: 0.8ms preprocess, 11.3ms inference, 0.3ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 10.9ms
Speed: 0.8ms preprocess, 10.9ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 10.6ms
Speed: 0.9ms preprocess, 10.6ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 10.4ms
Speed: 1.0ms preprocess, 10.4ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 10.6ms
Speed: 0.8ms preprocess, 10.6ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 11.5ms
Speed: 0.9ms preprocess, 11.5ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 12.0ms
Speed: 0.6ms preprocess, 12.0ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 7.5ms
Speed: 0.4ms preprocess, 7.5ms inference, 0.3ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 10.3ms
Speed: 0.4ms preprocess, 10.3ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 9.5ms
Speed: 0.7ms preprocess, 9.5ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 12.4ms
Speed: 0.7ms preprocess, 12.4ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 11.0ms
Speed: 1.0ms preprocess, 11.0ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 13.1ms
Speed: 0.7ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.7ms
Speed: 0.7ms preprocess, 10.7ms inference, 0.8ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.0ms
Speed: 0.7ms preprocess, 11.0ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.4ms
Speed: 0.7ms preprocess, 10.4ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.9ms
Speed: 0.6ms preprocess, 11.9ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.5ms
Speed: 0.5ms preprocess, 10.5ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 9.3ms
Speed: 0.6ms preprocess, 9.3ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 13.1ms
Speed: 0.9ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.6ms
Speed: 0.9ms preprocess, 10.6ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.0ms
Speed: 0.8ms preprocess, 11.0ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.5ms
Speed: 0.6ms preprocess, 7.5ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.6ms
Speed: 0.9ms preprocess, 10.6ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.0ms
Speed: 0.7ms preprocess, 10.0ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.0ms
Speed: 0.7ms preprocess, 10.0ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.7ms
Speed: 0.7ms preprocess, 10.7ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.0ms
Speed: 0.8ms preprocess, 10.0ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.8ms
Speed: 0.7ms preprocess, 10.8ms inference, 0.8ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.0ms
Speed: 0.7ms preprocess, 11.0ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.8ms
Speed: 0.9ms preprocess, 11.8ms inference, 0.8ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.5ms
Speed: 0.8ms preprocess, 11.5ms inference, 0.8ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.6ms
Speed: 0.7ms preprocess, 11.6ms inference, 0.8ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.1ms
Speed: 0.7ms preprocess, 11.1ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.9ms
Speed: 0.6ms preprocess, 11.9ms inference, 0.8ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.8ms
Speed: 0.8ms preprocess, 11.8ms inference, 0.8ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.7ms
Speed: 0.8ms preprocess, 11.7ms inference, 0.8ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 8.3ms
Speed: 0.5ms preprocess, 8.3ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.3ms
Speed: 0.6ms preprocess, 10.3ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 9.8ms
Speed: 0.7ms preprocess, 9.8ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.4ms
Speed: 0.9ms preprocess, 10.4ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.3ms
Speed: 0.7ms preprocess, 10.3ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.2ms
Speed: 0.8ms preprocess, 10.2ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 14.3ms
Speed: 0.6ms preprocess, 14.3ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.3ms
Speed: 0.4ms preprocess, 7.3ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.3ms
Speed: 0.6ms preprocess, 10.3ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.7ms
Speed: 0.8ms preprocess, 10.7ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.5ms
Speed: 0.7ms preprocess, 10.5ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.6ms
Speed: 0.7ms preprocess, 10.6ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 8.5ms
Speed: 0.9ms preprocess, 8.5ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.3ms
Speed: 0.8ms preprocess, 10.3ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 9.9ms
Speed: 0.7ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 8.3ms
Speed: 0.5ms preprocess, 8.3ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.5ms
Speed: 0.6ms preprocess, 10.5ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.0ms
Speed: 0.7ms preprocess, 10.0ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.8ms
Speed: 0.7ms preprocess, 10.8ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.4ms
Speed: 0.8ms preprocess, 10.4ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.5ms
Speed: 0.7ms preprocess, 10.5ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.9ms
Speed: 0.8ms preprocess, 10.9ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.2ms
Speed: 0.8ms preprocess, 10.2ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.1ms
Speed: 0.8ms preprocess, 11.1ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.5ms
Speed: 0.5ms preprocess, 11.5ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.0ms
Speed: 0.5ms preprocess, 10.0ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.3ms
Speed: 0.8ms preprocess, 10.3ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.9ms
Speed: 0.8ms preprocess, 10.9ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.5ms
Speed: 0.8ms preprocess, 10.5ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 12.3ms
Speed: 0.7ms preprocess, 12.3ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.4ms
Speed: 0.6ms preprocess, 7.4ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 9.9ms
Speed: 0.7ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.4ms
Speed: 0.8ms preprocess, 10.4ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.3ms
Speed: 0.6ms preprocess, 10.3ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.9ms
Speed: 0.8ms preprocess, 11.9ms inference, 0.8ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.5ms
Speed: 0.8ms preprocess, 10.5ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.0ms
Speed: 0.9ms preprocess, 11.0ms inference, 1.0ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.0ms
Speed: 0.7ms preprocess, 10.0ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.9ms
Speed: 0.9ms preprocess, 11.9ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.3ms
Speed: 0.6ms preprocess, 11.3ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.5ms
Speed: 0.8ms preprocess, 10.5ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 9.7ms
Speed: 0.7ms preprocess, 9.7ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 9.4ms
Speed: 0.5ms preprocess, 9.4ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.1ms
Speed: 0.5ms preprocess, 10.1ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.2ms
Speed: 0.9ms preprocess, 10.2ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.4ms
Speed: 0.5ms preprocess, 7.4ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.9ms
Speed: 0.8ms preprocess, 10.9ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.3ms
Speed: 0.6ms preprocess, 10.3ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.4ms
Speed: 0.8ms preprocess, 11.4ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.3ms
Speed: 0.6ms preprocess, 10.3ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.0ms
Speed: 0.6ms preprocess, 10.0ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 9.2ms
Speed: 1.0ms preprocess, 9.2ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 12.6ms
Speed: 0.8ms preprocess, 12.6ms inference, 0.9ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.0ms
Speed: 0.6ms preprocess, 10.0ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 9.1ms
Speed: 0.5ms preprocess, 9.1ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.7ms
Speed: 0.8ms preprocess, 10.7ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 9.9ms
Speed: 0.6ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 9.1ms
Speed: 0.8ms preprocess, 9.1ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 12.5ms
Speed: 0.9ms preprocess, 12.5ms inference, 1.0ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 12.3ms
Speed: 0.6ms preprocess, 12.3ms inference, 0.8ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.5ms
Speed: 0.5ms preprocess, 7.5ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.6ms
Speed: 0.8ms preprocess, 10.6ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 10.5ms
Speed: 0.6ms preprocess, 10.5ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 10.7ms
Speed: 0.9ms preprocess, 10.7ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 10.9ms
Speed: 0.8ms preprocess, 10.9ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 10.6ms
Speed: 0.8ms preprocess, 10.6ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 12.8ms
Speed: 0.6ms preprocess, 12.8ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 10.9ms
Speed: 0.8ms preprocess, 10.9ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 11.7ms
Speed: 0.5ms preprocess, 11.7ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 10.5ms
Speed: 0.6ms preprocess, 10.5ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 10.3ms
Speed: 0.7ms preprocess, 10.3ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 11.7ms
Speed: 0.7ms preprocess, 11.7ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 10.9ms
Speed: 0.6ms preprocess, 10.9ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 10.8ms
Speed: 0.7ms preprocess, 10.8ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 10.3ms
Speed: 0.8ms preprocess, 10.3ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 7.4ms
Speed: 0.4ms preprocess, 7.4ms inference, 0.2ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 8.6ms
Speed: 0.4ms preprocess, 8.6ms inference, 0.2ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 10.4ms
Speed: 0.6ms preprocess, 10.4ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 8.7ms
Speed: 0.6ms preprocess, 8.7ms inference, 0.3ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 9.1ms
Speed: 0.6ms preprocess, 9.1ms inference, 0.3ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 12.0ms
Speed: 0.8ms preprocess, 12.0ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 11.8ms
Speed: 0.6ms preprocess, 11.8ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 11.1ms
Speed: 0.9ms preprocess, 11.1ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 11.2ms
Speed: 0.5ms preprocess, 11.2ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 10.8ms
Speed: 0.7ms preprocess, 10.8ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.5ms
Speed: 0.8ms preprocess, 10.5ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 10.0ms
Speed: 0.7ms preprocess, 10.0ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 10.4ms
Speed: 0.7ms preprocess, 10.4ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 12.1ms
Speed: 0.7ms preprocess, 12.1ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 12.1ms
Speed: 0.8ms preprocess, 12.1ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 7.3ms
Speed: 0.5ms preprocess, 7.3ms inference, 0.2ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.3ms
Speed: 0.8ms preprocess, 10.3ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.7ms
Speed: 0.7ms preprocess, 10.7ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.6ms
Speed: 0.7ms preprocess, 10.6ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.1ms
Speed: 0.9ms preprocess, 10.1ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 9.7ms
Speed: 0.7ms preprocess, 9.7ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 13.2ms
Speed: 0.8ms preprocess, 13.2ms inference, 0.9ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 10.1ms
Speed: 0.8ms preprocess, 10.1ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 8.9ms
Speed: 0.7ms preprocess, 8.9ms inference, 0.2ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.6ms
Speed: 1.0ms preprocess, 10.6ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.8ms
Speed: 0.8ms preprocess, 10.8ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.7ms
Speed: 0.8ms preprocess, 11.7ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 12.0ms
Speed: 0.8ms preprocess, 12.0ms inference, 0.8ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 11.6ms
Speed: 0.5ms preprocess, 11.6ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 11.6ms
Speed: 0.7ms preprocess, 11.6ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.4ms
Speed: 0.4ms preprocess, 7.4ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 10.2ms
Speed: 0.8ms preprocess, 10.2ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 10.3ms
Speed: 0.7ms preprocess, 10.3ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 10.4ms
Speed: 0.9ms preprocess, 10.4ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 11.1ms
Speed: 0.8ms preprocess, 11.1ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 10.7ms
Speed: 0.7ms preprocess, 10.7ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 12.3ms
Speed: 0.9ms preprocess, 12.3ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 11.2ms
Speed: 0.7ms preprocess, 11.2ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 11.1ms
Speed: 0.9ms preprocess, 11.1ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 11.5ms
Speed: 0.8ms preprocess, 11.5ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 12.0ms
Speed: 0.7ms preprocess, 12.0ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 11.6ms
Speed: 0.9ms preprocess, 11.6ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 11.6ms
Speed: 1.0ms preprocess, 11.6ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 10.9ms
Speed: 0.6ms preprocess, 10.9ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 11.3ms
Speed: 0.9ms preprocess, 11.3ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 6.9ms
Speed: 0.6ms preprocess, 6.9ms inference, 0.2ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 11.1ms
Speed: 0.8ms preprocess, 11.1ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 11.3ms
Speed: 0.8ms preprocess, 11.3ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 12.4ms
Speed: 0.7ms preprocess, 12.4ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 11.0ms
Speed: 0.5ms preprocess, 11.0ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 11.0ms
Speed: 0.8ms preprocess, 11.0ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 11.5ms
Speed: 0.7ms preprocess, 11.5ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 9.7ms
Speed: 0.6ms preprocess, 9.7ms inference, 0.3ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 9.2ms
Speed: 0.6ms preprocess, 9.2ms inference, 0.3ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 7.8ms
Speed: 0.5ms preprocess, 7.8ms inference, 0.3ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.9ms
Speed: 0.6ms preprocess, 10.9ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.4ms
Speed: 0.9ms preprocess, 10.4ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.0ms
Speed: 0.7ms preprocess, 11.0ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.7ms
Speed: 0.9ms preprocess, 10.7ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.0ms
Speed: 0.6ms preprocess, 11.0ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.1ms
Speed: 0.6ms preprocess, 7.1ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.3ms
Speed: 0.9ms preprocess, 10.3ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.1ms
Speed: 0.7ms preprocess, 10.1ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.1ms
Speed: 0.5ms preprocess, 10.1ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.4ms
Speed: 0.5ms preprocess, 10.4ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.9ms
Speed: 0.6ms preprocess, 11.9ms inference, 0.8ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 12.3ms
Speed: 1.0ms preprocess, 12.3ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 12.1ms
Speed: 0.6ms preprocess, 12.1ms inference, 0.8ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.9ms
Speed: 0.6ms preprocess, 11.9ms inference, 0.8ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.2ms
Speed: 0.7ms preprocess, 11.2ms inference, 0.8ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.3ms
Speed: 0.5ms preprocess, 11.3ms inference, 0.8ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.3ms
Speed: 0.9ms preprocess, 10.3ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.6ms
Speed: 0.8ms preprocess, 10.6ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.0ms
Speed: 0.6ms preprocess, 10.0ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 9.8ms
Speed: 0.7ms preprocess, 9.8ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.6ms
Speed: 0.4ms preprocess, 7.6ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 9.3ms
Speed: 0.5ms preprocess, 9.3ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 12.3ms
Speed: 0.8ms preprocess, 12.3ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.8ms
Speed: 0.3ms preprocess, 7.8ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.2ms
Speed: 0.7ms preprocess, 7.2ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.9ms
Speed: 0.5ms preprocess, 7.9ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.4ms
Speed: 0.7ms preprocess, 11.4ms inference, 0.9ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.9ms
Speed: 0.8ms preprocess, 10.9ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.7ms
Speed: 0.6ms preprocess, 10.7ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 15.4ms
Speed: 0.6ms preprocess, 15.4ms inference, 0.8ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.4ms
Speed: 0.5ms preprocess, 11.4ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.8ms
Speed: 0.5ms preprocess, 7.8ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.2ms
Speed: 0.6ms preprocess, 10.2ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.4ms
Speed: 0.3ms preprocess, 7.4ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.2ms
Speed: 0.7ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.2ms
Speed: 0.4ms preprocess, 7.2ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.1ms
Speed: 0.8ms preprocess, 10.1ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.3ms
Speed: 0.6ms preprocess, 10.3ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.3ms
Speed: 0.6ms preprocess, 10.3ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.6ms
Speed: 0.8ms preprocess, 10.6ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.1ms
Speed: 0.6ms preprocess, 10.1ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.9ms
Speed: 0.5ms preprocess, 10.9ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.2ms
Speed: 0.7ms preprocess, 10.2ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.2ms
Speed: 0.7ms preprocess, 10.2ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.6ms
Speed: 0.6ms preprocess, 10.6ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 9.8ms
Speed: 0.5ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 9.9ms
Speed: 0.7ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.2ms
Speed: 0.8ms preprocess, 10.2ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.0ms
Speed: 0.9ms preprocess, 10.0ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.9ms
Speed: 0.8ms preprocess, 11.9ms inference, 0.8ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.8ms
Speed: 0.5ms preprocess, 7.8ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.2ms
Speed: 0.8ms preprocess, 10.2ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.4ms
Speed: 0.9ms preprocess, 10.4ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.9ms
Speed: 0.9ms preprocess, 10.9ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.4ms
Speed: 0.7ms preprocess, 10.4ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 10.2ms
Speed: 0.8ms preprocess, 10.2ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 8.0ms
Speed: 0.5ms preprocess, 8.0ms inference, 0.2ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 11.0ms
Speed: 0.7ms preprocess, 11.0ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 11.3ms
Speed: 0.8ms preprocess, 11.3ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 11.5ms
Speed: 0.7ms preprocess, 11.5ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 12.2ms
Speed: 0.9ms preprocess, 12.2ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 (no detections), 10.7ms
Speed: 0.6ms preprocess, 10.7ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.4ms
Speed: 0.4ms preprocess, 10.4ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.1ms
Speed: 0.7ms preprocess, 10.1ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.5ms
Speed: 0.7ms preprocess, 10.5ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 2 persons, 8.0ms
Speed: 0.7ms preprocess, 8.0ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.0ms
Speed: 0.8ms preprocess, 10.0ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.7ms
Speed: 0.8ms preprocess, 10.7ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.0ms
Speed: 0.6ms preprocess, 11.0ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.5ms
Speed: 0.9ms preprocess, 10.5ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.8ms
Speed: 0.8ms preprocess, 10.8ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 9.5ms
Speed: 0.4ms preprocess, 9.5ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.3ms
Speed: 0.6ms preprocess, 10.3ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 9.7ms
Speed: 0.4ms preprocess, 9.7ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 8.4ms
Speed: 0.5ms preprocess, 8.4ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.0ms
Speed: 0.8ms preprocess, 11.0ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.3ms
Speed: 0.8ms preprocess, 11.3ms inference, 0.8ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 9.3ms
Speed: 0.6ms preprocess, 9.3ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 9.7ms
Speed: 0.6ms preprocess, 9.7ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.8ms
Speed: 0.8ms preprocess, 10.8ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 8.0ms
Speed: 0.6ms preprocess, 8.0ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 8.4ms
Speed: 0.6ms preprocess, 8.4ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.3ms
Speed: 0.6ms preprocess, 7.3ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 8.7ms
Speed: 0.5ms preprocess, 8.7ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.7ms
Speed: 0.7ms preprocess, 10.7ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 9.3ms
Speed: 0.7ms preprocess, 9.3ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.4ms
Speed: 0.6ms preprocess, 10.4ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.1ms
Speed: 0.9ms preprocess, 11.1ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.9ms
Speed: 0.7ms preprocess, 10.9ms inference, 0.8ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 12.1ms
Speed: 0.7ms preprocess, 12.1ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.7ms
Speed: 0.5ms preprocess, 10.7ms inference, 0.8ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 12.0ms
Speed: 0.7ms preprocess, 12.0ms inference, 0.8ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.0ms
Speed: 0.6ms preprocess, 11.0ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 8.8ms
Speed: 0.3ms preprocess, 8.8ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 8.8ms
Speed: 0.6ms preprocess, 8.8ms inference, 0.4ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 7.5ms
Speed: 0.4ms preprocess, 7.5ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 8.4ms
Speed: 0.5ms preprocess, 8.4ms inference, 0.5ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.1ms
Speed: 0.7ms preprocess, 10.1ms inference, 0.6ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 10.9ms
Speed: 0.8ms preprocess, 10.9ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

0: 96x128 1 person, 11.7ms
Speed: 0.7ms preprocess, 11.7ms inference, 0.7ms postprocess per image at shape (1, 3, 96, 128)

from ultralytics import YOLO
import cv2

# Load the pre-trained YOLOv8 model
model = YOLO('yolov8n.pt')  # Replace 'yolov8s.pt' with 'yolov8n.pt' for a lighter model if necessary

# Print the full dictionary of class labels
print("Class ID to Label Mapping:")
for class_id, label in model.names.items():
    print(f"{class_id}: {label}")

Class ID to Label Mapping:
0: person
1: bicycle
2: car
3: motorcycle
4: airplane
5: bus
6: train
7: truck
8: boat
9: traffic light
10: fire hydrant
11: stop sign
12: parking meter
13: bench
14: bird
15: cat
16: dog
17: horse
18: sheep
19: cow
20: elephant
21: bear
22: zebra
23: giraffe
24: backpack
25: umbrella
26: handbag
27: tie
28: suitcase
29: frisbee
30: skis
31: snowboard
32: sports ball
33: kite
34: baseball bat
35: baseball glove
36: skateboard
37: surfboard
38: tennis racket
39: bottle
40: wine glass
41: cup
42: fork
43: knife
44: spoon
45: bowl
46: banana
47: apple
48: sandwich
49: orange
50: broccoli
51: carrot
52: hot dog
53: pizza
54: donut
55: cake
56: chair
57: couch
58: potted plant
59: bed
60: dining table
61: toilet
62: tv
63: laptop
64: mouse
65: remote
66: keyboard
67: cell phone
68: microwave
69: oven
70: toaster
71: sink
72: refrigerator
73: book
74: clock
75: vase
76: scissors
77: teddy bear
78: hair drier
79: toothbrush

{0: 'person',
 1: 'bicycle',
 2: 'car',
 3: 'motorcycle',
 4: 'airplane',
 5: 'bus',
 6: 'train',
 7: 'truck',
 8: 'boat',
 9: 'traffic light',
 10: 'fire hydrant',
 11: 'stop sign',
 12: 'parking meter',
 13: 'bench',
 14: 'bird',
 15: 'cat',
 16: 'dog',
 17: 'horse',
 18: 'sheep',
 19: 'cow',
 20: 'elephant',
 21: 'bear',
 22: 'zebra',
 23: 'giraffe',
 24: 'backpack',
 25: 'umbrella',
 26: 'handbag',
 27: 'tie',
 28: 'suitcase',
 29: 'frisbee',
 30: 'skis',
 31: 'snowboard',
 32: 'sports ball',
 33: 'kite',
 34: 'baseball bat',
 35: 'baseball glove',
 36: 'skateboard',
 37: 'surfboard',
 38: 'tennis racket',
 39: 'bottle',
 40: 'wine glass',
 41: 'cup',
 42: 'fork',
 43: 'knife',
 44: 'spoon',
 45: 'bowl',
 46: 'banana',
 47: 'apple',
 48: 'sandwich',
 49: 'orange',
 50: 'broccoli',
 51: 'carrot',
 52: 'hot dog',
 53: 'pizza',
 54: 'donut',
 55: 'cake',
 56: 'chair',
 57: 'couch',
 58: 'potted plant',
 59: 'bed',
 60: 'dining table',
 61: 'toilet',
 62: 'tv',
 63: 'laptop',
 64: 'mouse',
 65: 'remote',
 66: 'keyboard',
 67: 'cell phone',
 68: 'microwave',
 69: 'oven',
 70: 'toaster',
 71: 'sink',
 72: 'refrigerator',
 73: 'book',
 74: 'clock',
 75: 'vase',
 76: 'scissors',
 77: 'teddy bear',
 78: 'hair drier',
 79: 'toothbrush'}

a = [1,2,3]

b = [2,3,4]

c = None

result = min([i for i in [a,b,c] if i])
print(result)

[1, 2, 3]