2.6k citations · 3.3k across the 13 of their papers we have counts for
Showing 2014Show all
3 papers · 1 filter
cs.CV2014★ 330 cited
Speeding-up Convolutional Neural Networks Using Fine-tuned CP-Decomposition
Vadim Lebedev, Yaroslav Ganin, Maksim Rakhuba +2
We propose a simple two-step approach for speeding up convolution layers within large convolutional neural networks based on tensor decomposition and discriminative fine-tuning. Gi…
stat.ML2014★ 2.6k cited
Unsupervised Domain Adaptation by Backpropagation
Yaroslav Ganin, Victor Lempitsky
Top-performing deep architectures are trained on massive amounts of labeled data. In the absence of labeled data for a certain task, domain adaptation often provides an attractive…
cs.CV2014★ 4 cited
-Fields: Neural Network Nearest Neighbor Fields for Image Transforms
Yaroslav Ganin, Victor Lempitsky
We propose a new architecture for difficult image processing operations, such as natural edge detection or thin object segmentation. The architecture is based on a simple combinati…