Training the ESRGAN is not a straight forward process and will invoke knowledge from various concepts about deep earning and generative...

Before delving into backpropagation, intuition is required first about the forward pass through a neural network. The Forward Pass The...

Background The ESRGAN is a neural network that uses convolutions to learn to create higher resolution images of a lower resolution image....

Neural Networks A neural network is a network of transformations that input data goes through to yield a desired output. Let's take the...

The generator's architecture in an ESRGAN takes a low resolution image and outputs a higher resolution image. It does this through...

A digital image is fundamentally comprised of slates called channels, each of which represent a color. When these channels are stacked on...

Understanding 3D textures and channel information Images used as textures for 3D models are often referred to as 3D textures. They're...