from PIL import Image, ImageEnhance from app.config import CONFIG def preprocess_image(image: Image.Image) -> Image.Image: """Resize image for inference while preserving aspect ratio.""" w, h = image.size if max(w, h) <= CONFIG.MAX_DIM: return image scale = CONFIG.MAX_DIM / max(w, h) new_size = (int(w * scale), int(h * scale)) return image.resize(new_size, Image.LANCZOS) def auto_enhance(image: Image.Image) -> Image.Image: """Auto-enhance image for better vision model performance.""" enhancer = ImageEnhance.Contrast(image) return enhancer.enhance(1.1)