CVML Resources

Spring 2021

Instructor: Doug Rosman

TA: Blake Fall-Conroy

Getting Started

Introduction

These resources cover just about everything we've done in class (and maybe a bit more beyond that). This page is designed to be a one-stop hub to find what you need from this class. Many of the tutorials depend on your tools being set up. For instance, the 'Use FFMPEG to extract still images from a video' tutorial depends on you having already done the FFMPEG setup tutorial.

GANs

StyleGAN2-ADA-PyTorch-colab

This tutorial goes over how to set up and use the StyleGAN2 colab notebook.

pix2pixHD Colab Notebook

This tutorial goes over how to set up and use the pix2pixHD colab notebook to prepare your images for pix2pixHD, train a model, and generate images to turn into video.

Building a Data Set

Using FFMPEG

This page covers setting up and installing FFMPEG, as well how common commands for manipulating images and video

Align Faces

Align faces in an image to be used for projecting in the StyleGAN2 latent space, or for creating your own data set out of aligned faces.