DeepAI
Log In Sign Up

A Survey on Deep Learning for Skeleton-Based Human Animation

10/13/2021
by   L. Mourot, et al.
0

Human character animation is often critical in entertainment content production, including video games, virtual reality or fiction films. To this end, deep neural networks drive most recent advances through deep learning and deep reinforcement learning. In this article, we propose a comprehensive survey on the state-of-the-art approaches based on either deep learning or deep reinforcement learning in skeleton-based human character animation. First, we introduce motion data representations, most common human motion datasets and how basic deep models can be enhanced to foster learning of spatial and temporal patterns in motion data. Second, we cover state-of-the-art approaches divided into three large families of applications in human animation pipelines: motion synthesis, character control and motion editing. Finally, we discuss the limitations of the current state-of-the-art methods based on deep learning and/or deep reinforcement learning in skeletal human character animation and possible directions of future research to alleviate current limitations and meet animators' needs.

READ FULL TEXT

page 1

page 2

page 3

page 4

08/25/2021

Deep Reinforcement Learning in Computer Vision: A Comprehensive Survey

Deep reinforcement learning augments the reinforcement learning framewor...
10/31/2017

RGB-D-based Human Motion Recognition with Deep Learning: A Survey

Human motion recognition is one of the most important branches of human-...
08/02/2016

A Survey of Visual Analysis of Human Motion and Its Applications

This paper summarizes the recent progress in human motion analysis and i...
10/18/2018

Applications of Deep Reinforcement Learning in Communications and Networking: A Survey

This paper presents a comprehensive literature review on applications of...
03/07/2022

A Survey on Reinforcement Learning Methods in Character Animation

Reinforcement Learning is an area of Machine Learning focused on how age...
06/20/2018

Como funciona o Deep Learning

Deep Learning methods are currently the state-of-the-art in many problem...
10/09/2020

Deep Learning for Procedural Content Generation

Procedural content generation in video games has a long history. Existin...