SC-DCNN: Highly-Scalable Deep Convolutional Neural Network using
Stochastic Computing

SC-DCNN: Highly-Scalable Deep Convolutional Neural Network using Stochastic Computing

18 November 2016

Caiwen Ding

Papers citing "SC-DCNN: Highly-Scalable Deep Convolutional Neural Network using Stochastic Computing"

14 / 14 papers shown

Title
SCONNA: A Stochastic Computing Based Optical Accelerator for Ultra-Fast, Energy-Efficient Inference of Integer-Quantized CNNs Sairam Sri Vatsavai Venkata Sai Praneeth Karempudi Ishan G. Thakkar S. A. Salehi J. Hastings 26 8 0 14 Feb 2023
Towards Sparsification of Graph Neural Networks Hongwu Peng Deniz Gurevin Shaoyi Huang Tong Geng Weiwen Jiang O. Khan Caiwen Ding GNN 30 24 0 11 Sep 2022
ATRIA: A Bit-Parallel Stochastic Arithmetic Based Accelerator for In-DRAM CNN Processing Supreeth Mysore Shivanandamurthy Ishan G. Thakkar S. A. Salehi 12 5 0 26 May 2021
Mix and Match: A Novel FPGA-Centric Deep Neural Network Quantization Framework Sung-En Chang Yanyu Li Mengshu Sun Runbin Shi Hayden Kwok-Hay So Xuehai Qian Yanzhi Wang Xue Lin MQ 23 82 0 08 Dec 2020
PERMDNN: Efficient Compressed DNN Architecture with Permuted Diagonal Matrices Chunhua Deng Siyu Liao Yi Xie Keshab K. Parhi Xuehai Qian Bo Yuan 38 93 0 23 Apr 2020
Progressive Stochastic Binarization of Deep Networks David Hartmann Michael Wand MQ 17 1 0 03 Apr 2019
E-RNN: Design Optimization for Efficient Recurrent Neural Networks in FPGAs Zhe Li Caiwen Ding Siyue Wang Wujie Wen Youwei Zhuo ... Qinru Qiu Wenyao Xu X. Lin Xuehai Qian Yanzhi Wang MQ 12 64 0 12 Dec 2018
RAPIDNN: In-Memory Deep Neural Network Acceleration Framework Mohsen Imani Mohammad Samragh Yeseong Kim Saransh Gupta F. Koushanfar Tajana Simunic 18 51 0 15 Jun 2018
Accelerating CNN inference on FPGAs: A Survey K. Abdelouahab Maxime Pelcat Jocelyn Serot F. Berry AI4CE 27 147 0 26 May 2018
TBD: Benchmarking and Analyzing Deep Neural Network Training Hongyu Zhu Mohamed Akrout Bojian Zheng Andrew Pelegris Amar Phanishayee Bianca Schroeder Gennady Pekhimenko 25 80 0 16 Mar 2018
Efficient Hardware Realization of Convolutional Neural Networks using Intra-Kernel Regular Pruning Maurice Yang Mahmoud Faraj Assem Hussein V. Gaudet CVBM 19 12 0 15 Mar 2018
ThUnderVolt: Enabling Aggressive Voltage Underscaling and Timing Error Resilience for Energy Efficient Deep Neural Network Accelerators Jeff Zhang Kartheek Rangineni Zahra Ghodsi S. Garg 28 117 0 11 Feb 2018
VIBNN: Hardware Acceleration of Bayesian Neural Networks R. Cai Ao Ren Ning Liu Caiwen Ding Luhao Wang Xuehai Qian Massoud Pedram Yanzhi Wang BDL 36 87 0 02 Feb 2018
FFT-Based Deep Learning Deployment in Embedded Systems Sheng Lin Ning Liu M. Nazemi Hongjia Li Caiwen Ding Yanzhi Wang Massoud Pedram 41 52 0 13 Dec 2017