Accelerating OpenCV Pipelines with UMat: When and How to Use GPU Offload
Learn how cv2.UMat can move compatible OpenCV operations to the GPU, the conditions for automatic fallback, and the trade‑offs to consider before enabling it in real‑time pipelines.