Hyperdrive: A Multi-Chip Systolically Scalable Binary-Weight CNN Inference Engine

5 March 2018

Luca Benini

Papers citing "Hyperdrive: A Multi-Chip Systolically Scalable Binary-Weight CNN Inference Engine"

26 / 26 papers shown

Title
XNORBIN: A 95 TOp/s/W Hardware Accelerator for Binary Convolutional Neural Networks A. Bahou G. Karunaratne Renzo Andri Lukas Cavigelli Luca Benini MQ 44 45 0 05 Mar 2018
Design Automation for Binarized Neural Networks: A Quantum Leap Opportunity? Manuele Rusci Lukas Cavigelli Luca Benini MQ 44 20 0 21 Nov 2017
NullHop: A Flexible Convolutional Neural Network Accelerator Based on Sparse Representations of Feature Maps Alessandro Aimar Hesham Mostafa Enrico Calabrese A. Rios-Navarro Ricardo Tapiador-Morales ... Moritz B. Milde Federico Corradi A. Linares-Barranco Shih-Chii Liu T. Delbruck 131 244 0 05 Jun 2017
In-Datacenter Performance Analysis of a Tensor Processing Unit N. Jouppi C. Young Nishant Patil David Patterson Gaurav Agrawal ... Vijay Vasudevan Richard Walter Walter Wang Eric Wilcox Doe Hyun Yoon 233 4,630 0 16 Apr 2017
CBinfer: Change-Based Inference for Convolutional Neural Networks on Video Data Lukas Cavigelli Philippe Degen Luca Benini BDL 55 51 0 14 Apr 2017
Efficient Processing of Deep Neural Networks: A Tutorial and Survey Vivienne Sze Yu-hsin Chen Tien-Ju Yang J. Emer AAML 3DV 115 3,016 0 27 Mar 2017
Incremental Network Quantization: Towards Lossless CNNs with Low-Precision Weights Aojun Zhou Anbang Yao Yiwen Guo Lin Xu Yurong Chen MQ 382 1,051 0 10 Feb 2017
An IoT Endpoint System-on-Chip for Secure and Energy-Efficient Near-Sensor Analytics Francesco Conti R. Schilling Pasquale Davide Schiavone A. Pullini D. Rossi ... Michael Gautschi Igor Loi Germain Haugou Stefan Mangard Luca Benini 42 117 0 18 Dec 2016
SqueezeDet: Unified, Small, Low Power Fully Convolutional Neural Networks for Real-Time Object Detection for Autonomous Driving Bichen Wu Alvin Wan F. Iandola Peter H. Jin Kurt Keutzer 85 513 0 04 Dec 2016
Designing Energy-Efficient Convolutional Neural Networks using Energy-Aware Pruning Tien-Ju Yang Yu-hsin Chen Vivienne Sze 3DV 86 738 0 16 Nov 2016
Computationally Efficient Target Classification in Multispectral Image Data with Deep Neural Networks Lukas Cavigelli Dominic Bernath Michele Magno Luca Benini 49 21 0 09 Nov 2016
Accelerating Deep Convolutional Networks using low-precision and sparsity Ganesh Venkatesh Eriko Nurvitadhi Debbie Marr 71 135 0 02 Oct 2016
Fully Convolutional Networks for Semantic Segmentation Evan Shelhamer Jonathan Long Trevor Darrell VOS SSeg 730 37,843 0 20 May 2016
Convolutional Two-Stream Network Fusion for Video Action Recognition Christoph Feichtenhofer A. Pinz Andrew Zisserman 160 2,611 0 22 Apr 2016
Hardware-oriented Approximation of Convolutional Neural Networks Philipp Gysel Mohammad Motamedi S. Ghiasi 80 310 0 11 Apr 2016
The Cityscapes Dataset for Semantic Urban Scene Understanding Marius Cordts Mohamed Omran Sebastian Ramos Timo Rehfeld Markus Enzweiler Rodrigo Benenson Uwe Franke Stefan Roth Bernt Schiele 1.1K 11,606 0 06 Apr 2016
EIE: Efficient Inference Engine on Compressed Deep Neural Network Song Han Xingyu Liu Huizi Mao Jing Pu A. Pedram M. Horowitz W. Dally 118 2,455 0 04 Feb 2016
Origami: A 803 GOp/s/W Convolutional Network Accelerator Lukas Cavigelli Luca Benini 47 151 0 14 Dec 2015
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 193,814 0 10 Dec 2015
BinaryConnect: Training Deep Neural Networks with binary weights during propagations Matthieu Courbariaux Yoshua Bengio J. David MQ 206 2,984 0 02 Nov 2015
Fast Algorithms for Convolutional Neural Networks Andrew Lavin Scott Gray 72 877 0 30 Sep 2015
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks Shaoqing Ren Kaiming He Ross B. Girshick Jian Sun AIMat ObjD 493 62,243 0 04 Jun 2015
Fast Convolutional Nets With fbfft: A GPU Performance Evaluation Nicolas Vasilache Jeff Johnson Michaël Mathieu Soumith Chintala Serkan Piantino Yann LeCun 50 347 0 24 Dec 2014
cuDNN: Efficient Primitives for Deep Learning Sharan Chetlur Cliff Woolley Philippe Vandermersch Jonathan M. Cohen J. Tran Bryan Catanzaro Evan Shelhamer 127 1,846 0 03 Oct 2014
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 1.6K 39,509 0 01 Sep 2014
Convolutional Neural Networks Applied to House Numbers Digit Classification P. Sermanet Soumith Chintala Yann LeCun 88 543 0 18 Apr 2012