Web: http://arxiv.org/abs/2205.02837

May 6, 2022, 1:10 a.m. | Dave Epstein, Taesung Park, Richard Zhang, Eli Shechtman, Alexei A. Efros

cs.CV updates on arXiv.org arxiv.org

We propose an unsupervised, mid-level representation for a generative model
of scenes. The representation is mid-level in that it is neither per-pixel nor
per-image; rather, scenes are modeled as a collection of spatial, depth-ordered
"blobs" of features. Blobs are differentiably placed onto a feature grid that
is decoded into an image by a generative adversarial network. Due to the
spatial uniformity of blobs and the locality inherent to convolution, our
network learns to associate different blobs with different entities in …

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