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Autoregressive Model

Disclaimer: This is a part of a greater project where we experimented with generative models, you can find the complete project at repo

In this repo, I'll introduce my contribution to the project where I implemented pixelCNN and gatedPixelCNN models using pytorch. For pixelCNN I've implemented the following architecture:

PixelCNN architecture

And for the gatedPixelCNN, the main difference is replacing the Relu activation function with a gated function, the architecture mainly consists of gated-Blocks that consist of the following components:

drawing

Results:

PixelCNN samples:

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GatedPixelCNN samples :

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Exploring auto-regressive models

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