The document discusses advancements in video stylization techniques, particularly addressing the issue of temporal consistency in per-frame processing to avoid flickering and artifacts. It presents a novel method that combines both local and global consistency aspects while achieving low-latency processing for high-resolution video streams, enabling interactive control over stylization effects. Additionally, the proposed approach utilizes a lightweight optical flow network for faster inference, making it suitable for live video applications.