199 citations · 301 across the 13 of their papers we have counts for
3 papers · 1 filter
NAIS-Net: Stable Deep Networks from Non-Autonomous Differential Equations
Marco Ciccone, Marco Gallieri, Jonathan Masci +2
This paper introduces Non-Autonomous Input-Output Stable Network(NAIS-Net), a very deep architecture where each stacked processing block is derived from a time-invariant non-autono…
Improving approximate RPCA with a k-sparsity prior
Maximilian Karl, Christian Osendorfer
A process centric view of robust PCA (RPCA) allows its fast approximate implementation based on a special form o a deep neural network with weights shared across all layers. Howeve…
Learning Sequence Neighbourhood Metrics
Justin Bayer, Christian Osendorfer, Patrick van der Smagt
Recurrent neural networks (RNNs) in combination with a pooling operator and the neighbourhood components analysis (NCA) objective function are able to detect the characterizing dyn…