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An Analysis of Deep Neural Network Models for Practical Applications

An Analysis of Deep Neural Network Models for Practical Applications

24 May 2016
A. Canziani
Adam Paszke
Eugenio Culurciello
ArXivPDFHTML

Papers citing "An Analysis of Deep Neural Network Models for Practical Applications"

21 / 71 papers shown
Title
To Compress, or Not to Compress: Characterizing Deep Learning Model
  Compression for Embedded Inference
To Compress, or Not to Compress: Characterizing Deep Learning Model Compression for Embedded Inference
Qing Qin
Jie Ren
Jia-Le Yu
Ling Gao
Hai Wang
Jie Zheng
Yansong Feng
Jianbin Fang
Zheng Wang
11
21
0
21 Oct 2018
Bayesian Deep Convolutional Networks with Many Channels are Gaussian
  Processes
Bayesian Deep Convolutional Networks with Many Channels are Gaussian Processes
Roman Novak
Lechao Xiao
Jaehoon Lee
Yasaman Bahri
Greg Yang
Jiri Hron
Daniel A. Abolafia
Jeffrey Pennington
Jascha Narain Sohl-Dickstein
UQCV
BDL
14
306
0
11 Oct 2018
CSI-Net: Unified Human Body Characterization and Pose Recognition
CSI-Net: Unified Human Body Characterization and Pose Recognition
Fei-Yue Wang
Jinsong Han
Shiyuan Zhang
Xuming He
Dong Huang
CVBM
13
13
0
07 Oct 2018
FingerVision Tactile Sensor Design and Slip Detection Using
  Convolutional LSTM Network
FingerVision Tactile Sensor Design and Slip Detection Using Convolutional LSTM Network
Yazhan Zhang
Zicheng Kan
Yu Alexander Tse
Yang Yang
M. Y. Wang
30
72
0
05 Oct 2018
Training Compact Neural Networks with Binary Weights and Low Precision
  Activations
Training Compact Neural Networks with Binary Weights and Low Precision Activations
Bohan Zhuang
Chunhua Shen
Ian Reid
MQ
13
14
0
08 Aug 2018
Overhead Detection: Beyond 8-bits and RGB
Overhead Detection: Beyond 8-bits and RGB
E. Mace
Keith Manville
M. Barbu-McInnis
Michael Laielli
Matthew K. Klaric
Samuel Dooley
11
7
0
07 Aug 2018
Auto Deep Compression by Reinforcement Learning Based Actor-Critic
  Structure
Auto Deep Compression by Reinforcement Learning Based Actor-Critic Structure
Hamed Hakkak
OffRL
AI4CE
13
1
0
08 Jul 2018
Restructuring Batch Normalization to Accelerate CNN Training
Restructuring Batch Normalization to Accelerate CNN Training
Wonkyung Jung
Daejin Jung
and Byeongho Kim
Sunjung Lee
Wonjong Rhee
Jung Ho Ahn
11
62
0
04 Jul 2018
Data augmentation instead of explicit regularization
Data augmentation instead of explicit regularization
Alex Hernández-García
Peter König
30
141
0
11 Jun 2018
Channel Gating Neural Networks
Channel Gating Neural Networks
Weizhe Hua
Yuan Zhou
Christopher De Sa
Zhiru Zhang
G. E. Suh
13
180
0
29 May 2018
Pilot Comparative Study of Different Deep Features for Palmprint
  Identification in Low-Quality Images
Pilot Comparative Study of Different Deep Features for Palmprint Identification in Low-Quality Images
Ahmad S. Tarawneh
D. Chetverikov
Ahmad Hassanat
15
31
0
10 Apr 2018
XNORBIN: A 95 TOp/s/W Hardware Accelerator for Binary Convolutional
  Neural Networks
XNORBIN: A 95 TOp/s/W Hardware Accelerator for Binary Convolutional Neural Networks
A. Bahou
G. Karunaratne
Renzo Andri
Lukas Cavigelli
Luca Benini
MQ
17
45
0
05 Mar 2018
The History Began from AlexNet: A Comprehensive Survey on Deep Learning
  Approaches
The History Began from AlexNet: A Comprehensive Survey on Deep Learning Approaches
Md. Zahangir Alom
T. Taha
C. Yakopcic
Stefan Westberg
P. Sidike
Mst Shamima Nasrin
B. Van Essen
A. Awwal
V. Asari
VLM
21
873
0
03 Mar 2018
Deep Learning Architectures for Face Recognition in Video Surveillance
Deep Learning Architectures for Face Recognition in Video Surveillance
Saman Bashbaghi
Eric Granger
R. Sabourin
Mostafa Parchami
CVBM
16
37
0
27 Feb 2018
A Scalable Near-Memory Architecture for Training Deep Neural Networks on
  Large In-Memory Datasets
A Scalable Near-Memory Architecture for Training Deep Neural Networks on Large In-Memory Datasets
Fabian Schuiki
Michael Schaffner
Frank K. Gürkaynak
Luca Benini
21
70
0
19 Feb 2018
AMC: AutoML for Model Compression and Acceleration on Mobile Devices
AMC: AutoML for Model Compression and Acceleration on Mobile Devices
Yihui He
Ji Lin
Zhijian Liu
Hanrui Wang
Li-Jia Li
Song Han
33
1,339
0
10 Feb 2018
Musical Chair: Efficient Real-Time Recognition Using Collaborative IoT
  Devices
Musical Chair: Efficient Real-Time Recognition Using Collaborative IoT Devices
Ramyad Hadidi
Jiashen Cao
M. Woodward
Michael S. Ryoo
Hyesoon Kim
14
34
0
05 Feb 2018
High-dimensional dynamics of generalization error in neural networks
High-dimensional dynamics of generalization error in neural networks
Madhu S. Advani
Andrew M. Saxe
AI4CE
22
463
0
10 Oct 2017
Deep Semantic Segmentation for Automated Driving: Taxonomy, Roadmap and
  Challenges
Deep Semantic Segmentation for Automated Driving: Taxonomy, Roadmap and Challenges
Mennatullah Siam
Sara Elkerdawy
Martin Jägersand
S. Yogamani
111
166
0
08 Jul 2017
Generative Poisoning Attack Method Against Neural Networks
Generative Poisoning Attack Method Against Neural Networks
Chaofei Yang
Qing Wu
Hai Helen Li
Yiran Chen
AAML
11
218
0
03 Mar 2017
ENet: A Deep Neural Network Architecture for Real-Time Semantic
  Segmentation
ENet: A Deep Neural Network Architecture for Real-Time Semantic Segmentation
Adam Paszke
Abhishek Chaurasia
Sangpil Kim
Eugenio Culurciello
SSeg
216
2,055
0
07 Jun 2016
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