2022 IJCAI IJCAI 2022

Real-Time Portrait Stylization on the Edge

Abstract

In this work we demonstrate real-time portrait stylization, specifically, translating self-portrait into cartoon or anime style on mobile devices. We propose a latency-driven differentiable architecture search method, maintaining realistic generative quality. With our framework, we obtain 10Γ— computation reduction on the generative model and achieve real-time video stylization on off-the-shelf smartphone using mobile GPUs.

🧭 Keyword Pioneer β€” portrait stylization
🐝 Cross-Pollinator β€” Artificial Intelligence, Computer Science, Computer Vision, Data Science & Analytics, Deep Learning, Healthcare & Medicine, Interdisciplinary, Knowledge & Reasoning, Machine Learning, Mathematics & Optimization, Natural Language Processing, Reinforcement Learning, Robotics, Security & Privacy, Speech & Audio