Animation-C13-Learning-based-Animation

Keywords: Deep learning, Animation, Latest Method, python

This is the ReadingNotes from video games105.

We have learned several animation method:

  • interpolation animation(keyframes, in-betweens)
  • kinematics animation(FK, IK)
  • data-based animation(motion capture)
  • physical-based animation

this chapter focus on:

  • learning based animation(Deep learning & Reinforcement learning)

State Machine, Motion Matching is using the existing mocap motion(mocap from professional actors), but the mocap motion is limited, we want to generate new natural motions. So the problems becomes how to generate new natrual motions based on the motions we already have?

PCA

Gaussian Mixture Model

Autogressive Model

Neural Network

VAE

GAN

Normalizing Flow

Diffusion Model 扩散模型

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