Alexei A. Efros

Bottom-up Modeling of Repeated Elements via Single Image Analysis-by-Synthesis

We address the problem of discovering repeated elements from a single image. In contrast to existing approaches that depend on large annotated datasets, curated multi-image collections, or object segmentation masks, we show that a single image can suffice to learn a meaningful object model in a completely bottom-up fas...