import cv2
import numpy as np

def extract_frames(video_path):
    """Extract frames from a video."""
    cap = cv2.VideoCapture(video_path)
    frames = []
    while cap.isOpened():
        ret, frame = cap.read()
        if not ret:
            break
        frames.append(frame)
    cap.release()
    return frames

def preprocess_image(image):
    """Preprocess image for model input."""
    if image is None:
        raise ValueError("Input image is None.")
    image = cv2.resize(image, (320, 320))  # Reduced size for faster processing
    return image