Yaroslav Ganin

most citedUnsupervised Domain Adaptation by Backpropagation

2.6k citations · 2.9k across the 3 of their papers we have counts for

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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…

cs.CV2014★ 4 cited

$N^{4}$ -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…

Speeding-up Convolutional Neural Networks Using Fine-tuned CP-Decomposition

N4-Fields: Neural Network Nearest Neighbor Fields for Image Transforms

$N^{4}$ -Fields: Neural Network Nearest Neighbor Fields for Image Transforms