Faster CNNs with Direct Sparse Convolutions and Guided Pruning

Faster CNNs with Direct Sparse Convolutions and Guided Pruning

4 August 2016

Yiran Chen

Papers citing "Faster CNNs with Direct Sparse Convolutions and Guided Pruning"

15 / 15 papers shown

Title
A Generic Layer Pruning Method for Signal Modulation Recognition Deep Learning Models Yao Lu Yutao Zhu Yuqi Li Dongwei Xu Yun Lin Qi Xuan Xiaoniu Yang 28 5 0 12 Jun 2024
Neural Networks at a Fraction with Pruned Quaternions Sahel Mohammad Iqbal Subhankar Mishra 25 4 0 13 Aug 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
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
Doge Tickets: Uncovering Domain-general Language Models by Playing Lottery Tickets Yi Yang Chen Zhang Benyou Wang Dawei Song LRM 13 6 0 20 Jul 2022
Speedup deep learning models on GPU by taking advantage of efficient unstructured pruning and bit-width reduction Marcin Pietroñ Dominik Zurek 19 13 0 28 Dec 2021
Architecture Aware Latency Constrained Sparse Neural Networks Tianli Zhao Qinghao Hu Xiangyu He Weixiang Xu Jiaxing Wang Cong Leng Jian Cheng 28 0 0 01 Sep 2021
SpAtten: Efficient Sparse Attention Architecture with Cascade Token and Head Pruning Hanrui Wang Zhekai Zhang Song Han 20 373 0 17 Dec 2020
Comparing Rewinding and Fine-tuning in Neural Network Pruning Alex Renda Jonathan Frankle Michael Carbin 222 382 0 05 Mar 2020
HRank: Filter Pruning using High-Rank Feature Map Mingbao Lin Rongrong Ji Yan Wang Yichen Zhang Baochang Zhang Yonghong Tian Ling Shao 8 714 0 24 Feb 2020
Similarity-Preserving Knowledge Distillation Frederick Tung Greg Mori 39 957 0 23 Jul 2019
Perturbative Neural Networks Felix Juefei Xu Vishnu Naresh Boddeti Marios Savvides 16 37 0 05 Jun 2018
IGCV $2$ : Interleaved Structured Sparse Convolutional Neural Networks Guotian Xie Jingdong Wang Ting Zhang Jianhuang Lai Richang Hong Guo-Jun Qi 10 104 0 17 Apr 2018
Learning Intrinsic Sparse Structures within Long Short-Term Memory W. Wen Yuxiong He Samyam Rajbhandari Minjia Zhang Wenhan Wang Fang Liu Bin Hu Yiran Chen H. Li MQ 27 140 0 15 Sep 2017
Speeding up Convolutional Neural Networks By Exploiting the Sparsity of Rectifier Units S. Shi Xiaowen Chu 15 43 0 25 Apr 2017