Stable Low-rank Tensor Decomposition for Compression of Convolutional
Neural Network

Stable Low-rank Tensor Decomposition for Compression of Convolutional Neural Network

12 August 2020

Konstantin Sobolev

Konstantin Sozykin

Valeriy Glukhov

Ivan V. Oseledets

Papers citing "Stable Low-rank Tensor Decomposition for Compression of Convolutional Neural Network"

18 / 18 papers shown

Title
Characterizing the Accuracy - Efficiency Trade-off of Low-rank Decomposition in Language Models Chakshu Moar Michael Pellauer Hyoukjun Kwon 30 1 0 10 May 2024
Video Frame Interpolation with Many-to-many Splatting and Spatial Selective Refinement Ping Hu Simon Niklaus Lu Zhang Stan Sclaroff Kate Saenko 25 6 0 29 Oct 2023
Matrix Compression via Randomized Low Rank and Low Precision Factorization R. Saha Varun Srivastava Mert Pilanci 18 19 0 17 Oct 2023
Quantization Aware Factorization for Deep Neural Network Compression Daria Cherniuk Stanislav Abukhovich Anh-Huy Phan Ivan V. Oseledets A. Cichocki Julia Gusak MQ 15 2 0 08 Aug 2023
Forward and Inverse Approximation Theory for Linear Temporal Convolutional Networks Hao Jiang Qianxiao Li AI4TS 8 0 0 29 May 2023
STen: Productive and Efficient Sparsity in PyTorch Andrei Ivanov Nikoli Dryden Tal Ben-Nun Saleh Ashkboos Torsten Hoefler 30 4 0 15 Apr 2023
Modality-Agnostic Variational Compression of Implicit Neural Representations Jonathan Richard Schwarz Jihoon Tack Yee Whye Teh Jaeho Lee Jinwoo Shin 24 25 0 23 Jan 2023
Tensor Networks Meet Neural Networks: A Survey and Future Perspectives Maolin Wang Y. Pan Zenglin Xu Xiangli Yang Guangxi Li A. Cichocki Andrzej Cichocki 43 19 0 22 Jan 2023
HALOC: Hardware-Aware Automatic Low-Rank Compression for Compact Neural Networks Jinqi Xiao Chengming Zhang Yu Gong Miao Yin Yang Sui Lizhi Xiang Dingwen Tao Bo Yuan 16 19 0 20 Jan 2023
TDC: Towards Extremely Efficient CNNs on GPUs via Hardware-Aware Tucker Decomposition Lizhi Xiang Miao Yin Chengming Zhang Aravind Sukumaran-Rajam P. Sadayappan Bo Yuan Dingwen Tao 3DV 18 8 0 07 Nov 2022
SVD-NAS: Coupling Low-Rank Approximation and Neural Architecture Search Zhewen Yu C. Bouganis 16 4 0 22 Aug 2022
Canonical convolutional neural networks Lokesh Veeramacheneni Moritz Wolter Reinhard Klein Jochen Garcke 13 3 0 03 Jun 2022
Decomposed Temporal Dynamic CNN: Efficient Time-Adaptive Network for Text-Independent Speaker Verification Explained with Speaker Activation Map Seong-Hu Kim Hyeonuk Nam Yong-Hwa Park 9 9 0 29 Mar 2022
Network Compression via Central Filter Y. Duan Xiaofang Hu Yue Zhou Qiang Liu Shukai Duan 3DPC 14 1 0 10 Dec 2021
Low-rank Tensor Decomposition for Compression of Convolutional Neural Networks Using Funnel Regularization Bo-Shiuan Chu Che-Rung Lee 15 11 0 07 Dec 2021
Semi-tensor Product-based TensorDecomposition for Neural Network Compression Hengling Zhao Yipeng Liu Xiaolin Huang Ce Zhu 31 6 0 30 Sep 2021
Tensor Methods in Computer Vision and Deep Learning Yannis Panagakis Jean Kossaifi Grigorios G. Chrysos James Oldfield M. Nicolaou Anima Anandkumar S. Zafeiriou 19 119 0 07 Jul 2021
Revisiting Dynamic Convolution via Matrix Decomposition Yunsheng Li Yinpeng Chen Xiyang Dai Mengchen Liu Dongdong Chen Ye Yu Lu Yuan Zicheng Liu Mei Chen Nuno Vasconcelos 27 67 0 15 Mar 2021