Deep motion generator collections

Overview

GenMotion

CI Documentation Status PyPI Licence
Title image

GenMotion (/gen’motion/) is a Python library for making skeletal animations. It enables easy dataset loading and experiment sharing for synthesizing skeleton-Based human animation with the Python API. It also comes with a easy-to-use and industry-compatible API for Autodesk Maya, Maxon Cinema 4D, and Blender.

You can find the full ducumentation and tutorials here.

Installation

You can install GenMotion directly from the pip library with:

pip3 install genmotion

Library overview

Working with datasets

We integrate multiple skeleton-based human motion datasets in GenMotion. For datasets that have different parameterization of the body, we include documents for meta-data descriptions and visualization tools to illustrate characteristics of each dataset.

Benchmarking the state-of-the-arts

To encourage related research in human motion generation and retrieve empirical results from most advanced methods, GenMotion re-produces the training procedure of character motion generation methods by reusing and cleaning the code from official implementation.

Rendering

To achieve real-time animation sampling, we provide communication interface, i.e. client and server interaction, with the 3D modeling software in GenMotion.

Coverage

Rendering Tools x Datasets

  Maya C4D Blender
HDM05  
Mocap    
Human3.6m      
Social      
NTU rgbd      
AMASS  
Mixamo  

Model x Dataset

  HDM05 Mocap Human3.6m Social TU rgbd AMASS Mixamo
Motion VAE              
Motion Transformer              
Motion RNN              
Motion VRNN              
MoGlow              
MT-VAE              
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