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QONNX: Representing Arbitrary-Precision Quantized Neural Networks

QONNX: Representing Arbitrary-Precision Quantized Neural Networks

15 June 2022
Alessandro Pappalardo
Yaman Umuroglu
Michaela Blott
Jovan Mitrevski
B. Hawks
Nhan Tran
Vladimir Loncar
S. Summers
H. Borras
J. Muhizi
Matthew Trahms
Shih-Chieh Hsu
Scott Hauck
Javier Mauricio Duarte
    MQ
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Papers citing "QONNX: Representing Arbitrary-Precision Quantized Neural Networks"

6 / 6 papers shown
Title
End-to-end codesign of Hessian-aware quantized neural networks for FPGAs
  and ASICs
End-to-end codesign of Hessian-aware quantized neural networks for FPGAs and ASICs
Javier Campos
Zhen Dong
Javier Mauricio Duarte
A. Gholami
Michael W. Mahoney
Jovan Mitrevski
Nhan Tran
MQ
24
3
0
13 Apr 2023
Pre-Quantized Deep Learning Models Codified in ONNX to Enable
  Hardware/Software Co-Design
Pre-Quantized Deep Learning Models Codified in ONNX to Enable Hardware/Software Co-Design
U. Hanebutte
Andrew Baldwin
S. Duraković
I. Filipovich
Chien-Chun Chou
Chou
Damian Adamowicz
Derek Chickles
David Hawkes
MQ
10
2
0
04 Oct 2021
Efficient Residue Number System Based Winograd Convolution
Efficient Residue Number System Based Winograd Convolution
Zhi-Gang Liu
Matthew Mattina
20
12
0
23 Jul 2020
Fast inference of deep neural networks in FPGAs for particle physics
Fast inference of deep neural networks in FPGAs for particle physics
Javier Mauricio Duarte
Song Han
Philip C. Harris
S. Jindariani
E. Kreinar
...
J. Ngadiuba
M. Pierini
R. Rivera
N. Tran
Zhenbin Wu
AI4CE
75
386
0
16 Apr 2018
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision
  Applications
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications
Andrew G. Howard
Menglong Zhu
Bo Chen
Dmitry Kalenichenko
Weijun Wang
Tobias Weyand
M. Andreetto
Hartwig Adam
3DH
950
20,561
0
17 Apr 2017
Incremental Network Quantization: Towards Lossless CNNs with
  Low-Precision Weights
Incremental Network Quantization: Towards Lossless CNNs with Low-Precision Weights
Aojun Zhou
Anbang Yao
Yiwen Guo
Lin Xu
Yurong Chen
MQ
319
1,049
0
10 Feb 2017
1