Performance Aware Convolutional Neural Network Channel Pruning for
Embedded GPUs

Performance Aware Convolutional Neural Network Channel Pruning for Embedded GPUs

20 February 2020

Elliot J. Crowley

Amos Storkey

Michael F. P. O'Boyle

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Papers citing "Performance Aware Convolutional Neural Network Channel Pruning for Embedded GPUs"

16 / 16 papers shown

Title
Analyzing Machine Learning Workloads Using a Detailed GPU Simulator Jonathan Lew Deval Shah Suchita Pati Shaylin Cattell Mengchi Zhang ... Christopher Ng Negar Goli Matthew D. Sinclair Timothy G. Rogers Tor M. Aamodt 62 65 0 18 Nov 2018
Characterising Across-Stack Optimisations for Deep Convolutional Neural Networks Jack Turner José Cano Valentin Radu Elliot J. Crowley Michael F. P. O'Boyle Amos Storkey 41 40 0 19 Sep 2018
Squeeze-and-Excitation Networks Jie Hu Li Shen Samuel Albanie Gang Sun Enhua Wu 427 26,568 0 05 Sep 2017
Channel Pruning for Accelerating Very Deep Neural Networks Yihui He Xiangyu Zhang Jian Sun 206 2,531 0 19 Jul 2017
Towards End-to-End Speech Recognition with Deep Convolutional Neural Networks Yanzhe Zhang Mohammad Pezeshki Philemon Brakel Saizheng Zhang Yoshua Bengio Aaron Courville 68 367 0 10 Jan 2017
Densely Connected Convolutional Networks Gao Huang Zhuang Liu Laurens van der Maaten Kilian Q. Weinberger PINN 3DV 802 36,892 0 25 Aug 2016
Fully Convolutional Networks for Semantic Segmentation Evan Shelhamer Jonathan Long Trevor Darrell VOS SSeg 747 37,895 0 20 May 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,510 0 10 Dec 2015
Autotuning OpenCL Workgroup Size for Stencil Patterns Chris Cummins Pavlos Petoumenos Michel Steuwer Hugh Leather 43 27 0 08 Nov 2015
Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding Song Han Huizi Mao W. Dally 3DGS 263 8,862 0 01 Oct 2015
Learning both Weights and Connections for Efficient Neural Networks Song Han Jeff Pool J. Tran W. Dally CVBM 316 6,709 0 08 Jun 2015
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks Shaoqing Ren Kaiming He Ross B. Girshick Jian Sun AIMat ObjD 531 62,409 0 04 Jun 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.9K 77,441 0 18 May 2015
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 1.7K 100,529 0 04 Sep 2014
Convolutional Neural Networks for Sentence Classification Yoon Kim AILaw VLM 641 13,432 0 25 Aug 2014
A Convolutional Neural Network for Modelling Sentences Nal Kalchbrenner Edward Grefenstette Phil Blunsom 109 3,559 0 08 Apr 2014