Real-Time Portrait Stylization on the Edge

Yanyu Li, Xuan Shen, Geng Yuan, Jiexiong Guan, Wei Niu, Hao Tang, Bin Ren, Yanzhi Wang

Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence

Demo Track. Pages 5928-5931.

https://doi.org/10.24963/ijcai.2022/856

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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 10× computation reduction on the generative model and achieve real-time video stylization on off-the-shelf smartphone using mobile GPUs.

Keywords

  • Computer Vision: Neural generative models, auto encoders, GANs
  • Constraint Satisfaction and Optimization: Applications
  • Machine Learning: Automated Machine Learning
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