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cs.CV2022★ 9 cited
Convolutional Neural Generative Coding: Scaling Predictive Coding to Natural Images
Alexander Ororbia, Ankur Mali
In this work, we develop convolutional neural generative coding (Conv-NGC), a generalization of predictive coding to the case of convolution/deconvolution-based computation. Specif…
cs.CV2022
An Empirical Analysis of Recurrent Learning Algorithms In Neural Lossy Image Compression Systems
Ankur Mali, Alexander Ororbia, Daniel Kifer +1
Recent advances in deep learning have resulted in image compression algorithms that outperform JPEG and JPEG 2000 on the standard Kodak benchmark. However, they are slow to train (…