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"

31 / 31 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 39 5 0 12 Jun 2024
Neural Networks at a Fraction with Pruned Quaternions Sahel Mohammad Iqbal Subhankar Mishra 33 4 0 13 Aug 2023
DLSIA: Deep Learning for Scientific Image Analysis Eric J. Roberts Tanny Chavez Alexander Hexemer Petrus H. Zwart AI4CE 25 3 0 02 Aug 2023
Filter Pruning for Efficient CNNs via Knowledge-driven Differential Filter Sampler Shaohui Lin Wenxuan Huang Jiao Xie Baochang Zhang Yunhang Shen Zhou Yu Jungong Han David Doermann 25 2 0 01 Jul 2023
STen: Productive and Efficient Sparsity in PyTorch Andrei Ivanov Nikoli Dryden Tal Ben-Nun Saleh Ashkboos Torsten Hoefler 39 4 0 15 Apr 2023
SparseProp: Efficient Sparse Backpropagation for Faster Training of Neural Networks Mahdi Nikdan Tommaso Pegolotti Eugenia Iofinova Eldar Kurtic Dan Alistarh 26 11 0 09 Feb 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 27 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 31 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 30 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 39 0 0 01 Sep 2021
SpAtten: Efficient Sparse Attention Architecture with Cascade Token and Head Pruning Hanrui Wang Zhekai Zhang Song Han 45 380 0 17 Dec 2020
SparseRT: Accelerating Unstructured Sparsity on GPUs for Deep Learning Inference Ziheng Wang 40 67 0 26 Aug 2020
Hardware Acceleration of Sparse and Irregular Tensor Computations of ML Models: A Survey and Insights Shail Dave Riyadh Baghdadi Tony Nowatzki Sasikanth Avancha Aviral Shrivastava Baoxin Li 64 82 0 02 Jul 2020
Sparse GPU Kernels for Deep Learning Trevor Gale Matei A. Zaharia C. Young Erich Elsen 17 230 0 18 Jun 2020
Exploring Sparsity in Image Super-Resolution for Efficient Inference Longguang Wang Xiaoyu Dong Yingqian Wang Xinyi Ying Zaiping Lin W. An Yulan Guo SupR 34 4 0 17 Jun 2020
Detection of prostate cancer in whole-slide images through end-to-end training with image-level labels H. Pinckaers W. Bulten J. A. van der Laak G. Litjens MedIm 22 71 0 05 Jun 2020
TIRAMISU: A Polyhedral Compiler for Dense and Sparse Deep Learning Riyadh Baghdadi Abdelkader Nadir Debbagh K. Abdous Fatima-Zohra Benhamida Alex Renda Jonathan Frankle Michael Carbin Saman P. Amarasinghe 21 16 0 07 May 2020
Comparing Rewinding and Fine-tuning in Neural Network Pruning Alex Renda Jonathan Frankle Michael Carbin 235 383 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 13 717 0 24 Feb 2020
Similarity-Preserving Knowledge Distillation Frederick Tung Greg Mori 45 961 0 23 Jul 2019
Distilling Object Detectors with Fine-grained Feature Imitation Tao Wang Li-xin Yuan Xiaopeng Zhang Jiashi Feng ObjD 13 378 0 09 Jun 2019
Towards Optimal Structured CNN Pruning via Generative Adversarial Learning Shaohui Lin Rongrong Ji Chenqian Yan Baochang Zhang Liujuan Cao QiXiang Ye Feiyue Huang David Doermann CVBM 22 505 0 22 Mar 2019
Sparse DNNs with Improved Adversarial Robustness Yiwen Guo Chao Zhang Changshui Zhang Yurong Chen AAML 25 151 0 23 Oct 2018
Perturbative Neural Networks Felix Juefei Xu Vishnu Boddeti Marios Savvides 24 37 0 05 Jun 2018
IGCV3: Interleaved Low-Rank Group Convolutions for Efficient Deep Neural Networks Ke Sun Mingjie Li Dong Liu Jingdong Wang 45 126 0 01 Jun 2018
Accelerator-Aware Pruning for Convolutional Neural Networks Hyeong-Ju Kang 13 88 0 26 Apr 2018
IGCV $2$ : Interleaved Structured Sparse Convolutional Neural Networks Guotian Xie Jingdong Wang Ting Zhang Jianhuang Lai Richang Hong Guo-Jun Qi 19 105 0 17 Apr 2018
Escoin: Efficient Sparse Convolutional Neural Network Inference on GPUs Xuhao Chen 18 25 0 28 Feb 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 35 140 0 15 Sep 2017
TernGrad: Ternary Gradients to Reduce Communication in Distributed Deep Learning W. Wen Cong Xu Feng Yan Chunpeng Wu Yandan Wang Yiran Chen Hai Helen Li 22 984 0 22 May 2017
Speeding up Convolutional Neural Networks By Exploiting the Sparsity of Rectifier Units S. Shi Xiaowen Chu 29 43 0 25 Apr 2017