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cs.CV2020★ 2 cited
Stable Low-rank Tensor Decomposition for Compression of Convolutional Neural Network
Anh-Huy Phan, Konstantin Sobolev, Konstantin Sozykin +6
Most state of the art deep neural networks are overparameterized and exhibit a high computational cost. A straightforward approach to this problem is to replace convolutional kerne…
cs.CV2020★ 5 cited
CNN Acceleration by Low-rank Approximation with Quantized Factors
Nikolay Kozyrskiy, Anh-Huy Phan
The modern convolutional neural networks although achieve great results in solving complex computer vision tasks still cannot be effectively used in mobile and embedded devices due…