LivePortrait - Efficient Portrait Animation with Stitching and Retargeting Control
Offered By: Launchpad via YouTube
Course Description
Overview
Discover a groundbreaking video-driven portrait animation framework in this 10-minute presentation by the Fellowship.ai team. Explore "LivePortrait," an innovative approach that optimizes efficiency and control in portrait animation. Learn how this framework breaks away from mainstream diffusion-based methods by leveraging an implicit-keypoint-based system, striking an ideal balance between computational efficiency and controllability. Understand how the model enhances generation quality and generalization through scaled-up training data, mixed image-video training strategies, and refined network architecture. Delve into the advanced motion transformation, stitching, and retargeting modules that utilize a lightweight MLP, achieving remarkable generation speeds. Examine experimental results showcasing the framework's superior performance, even surpassing diffusion-based methods. Gain insights into this cutting-edge AI research that addresses diverse business challenges in computer vision and generative models.
Syllabus
Fellowship: LivePortrait, Efficient Portrait Animation with Stitching and Retargeting Control
Taught by
Launchpad
Related Courses
Visual Recognition & UnderstandingUniversity at Buffalo via Coursera Deep Learning for Computer Vision
IIT Hyderabad via Swayam Deep Learning in Life Sciences - Spring 2021
Massachusetts Institute of Technology via YouTube Advanced Deep Learning Methods for Healthcare
University of Illinois at Urbana-Champaign via Coursera Generative Models
Serrano.Academy via YouTube