297 citations · 697 across the 15 of their papers we have counts for
3 papers · 1 filter
Quad-networks: unsupervised learning to rank for interest point detection
Nikolay Savinov, Akihito Seki, Lubor Ladicky +2
Several machine learning tasks require to represent the data using only a sparse set of interest points. An ideal detector is able to find the corresponding interest points even if…
TI-POOLING: transformation-invariant pooling for feature learning in Convolutional Neural Networks
Dmitry Laptev, Nikolay Savinov, Joachim M. Buhmann +1
In this paper we present a deep neural network topology that incorporates a simple to implement transformation invariant pooling operator (TI-POOLING). This operator is able to eff…
Semantic 3D Reconstruction with Continuous Regularization and Ray Potentials Using a Visibility Consistency Constraint
Nikolay Savinov, Christian Haene, Lubor Ladicky +1
We propose an approach for dense semantic 3D reconstruction which uses a data term that is defined as potentials over viewing rays, combined with continuous surface area penalizati…