355 citations · 1.3k across the 14 of their papers we have counts for
3 papers · 1 filter
Multi-Realism Image Compression with a Conditional Generator
Eirikur Agustsson, David Minnen, George Toderici +1
By optimizing the rate-distortion-realism trade-off, generative compression approaches produce detailed, realistic images, even at low bit rates, instead of the blurry reconstructi…
Lossy Compression with Gaussian Diffusion
Lucas Theis, Tim Salimans, Matthew D. Hoffman +1
We consider a novel lossy compression approach based on unconditional diffusion generative models, which we call DiffC. Unlike modern compression schemes which rely on transform co…
VCT: A Video Compression Transformer
Fabian Mentzer, George Toderici, David Minnen +4
We show how transformers can be used to vastly simplify neural video compression. Previous methods have been relying on an increasing number of architectural biases and priors, inc…