Lossy Image Compression with Compressive Autoencoders

ICLR, Volume abs/1703.00395, 2017.

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Abstract:

We propose a new approach to the problem of optimizing autoencoders for lossy image compression. New media formats, changing hardware technology, as well as diverse requirements and content types create a need for compression algorithms which are more flexible than existing codecs. Autoencoders have the potential to address this need, but...More

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