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

10 code implementations • 19 Dec 2014 • Vadim Lebedev, Yaroslav Ganin, Maksim Rakhuba, Ivan Oseledets, Victor Lempitsky

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.

General Classification Tensor Decomposition