Compress and Denoise MoCap with Autoencoders

In this article, you’ll learn how to train an autoencoding Neural Network to compress and denoise motion capture data and display it inside Maya Autoencoders are at the heart of some raytracer denoising and image upscaling (aka. super-resolution) technologies. Despite the pompous name, an autoencoder is just a Neural Network …

‘Fast and Deep Deformation Approximations’ Implementation

In the first installment of the SIGGRAPH Series, I have shown you how the FDDA model works. Now it is time for you to implement it yourself in Maya. 3D animated characters in feature films use sophisticated rigs with complex deformations that can be computationally intensive. The authors of the …

How to solve binary compatibility problems with Python Machine Learning Frameworks and 3D software like Maya

Many Machine Learning libraries support a Python interface. Many DCC applications support Python. But you will often find that these DCC applications and software libraries don’t have binary compatibility. Here is how to solve this problem in Maya for Windows.