622 citations · 948 across the 19 of their papers we have counts for
3 papers · 1 filter
Multigrid Neural Architectures
Tsung-Wei Ke, Michael Maire, Stella X. Yu
We propose a multigrid extension of convolutional neural networks (CNNs). Rather than manipulating representations living on a single spatial grid, our network layers operate acros…
FractalNet: Ultra-Deep Neural Networks without Residuals
Gustav Larsson, Michael Maire, Gregory Shakhnarovich
We introduce a design strategy for neural network macro-architecture based on self-similarity. Repeated application of a simple expansion rule generates deep networks whose structu…
Learning Representations for Automatic Colorization
Gustav Larsson, Michael Maire, Gregory Shakhnarovich
We develop a fully automatic image colorization system. Our approach leverages recent advances in deep networks, exploiting both low-level and semantic representations. As many sce…