Abstract

This lecture overviews Neural Image Compression that has many applications in image storage and communications. It covers the following topics in detail:  Image Compression Types, Image Compression Evaluation, Transform Image Compression, Neural Predictive Image Coding, Neural Image Autoencoding, CNN-Transformer Image Compression, RNN Image Compression, Variable Rate RNN Image Compression.

DPCM with a multilayer perceptron.

CNN and attention-based image compression.

Neural-Image-Compression-v2.1-Summary