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1812.01965
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Training Competitive Binary Neural Networks from Scratch
5 December 2018
Joseph Bethge
Marvin Bornstein
Adrian Loy
Haojin Yang
Christoph Meinel
MQ
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Papers citing
"Training Competitive Binary Neural Networks from Scratch"
19 / 19 papers shown
FxP-QNet: A Post-Training Quantizer for the Design of Mixed Low-Precision DNNs with Dynamic Fixed-Point Representation
IEEE Access (IEEE Access), 2022
Ahmad Shawahna
S. M. Sait
A. El-Maleh
Irfan Ahmad
MQ
195
9
0
22 Mar 2022
BCNN: Binary Complex Neural Network
Microprocessors and microsystems (MM), 2021
Yanfei Li
Tong Geng
Ang Li
Huimin Yu
MQ
243
8
0
28 Mar 2021
Benchmarking Quantized Neural Networks on FPGAs with FINN
Quentin Ducasse
Pascal Cotret
Loïc Lagadec
Rob Stewart
MQ
164
16
0
02 Feb 2021
A Review of Recent Advances of Binary Neural Networks for Edge Computing
IEEE Journal on Miniaturization for Air and Space Systems (J-MASS), 2020
Wenyu Zhao
Teli Ma
Xuan Gong
Baochang Zhang
David Doermann
MQ
258
26
0
24 Nov 2020
BARS: Joint Search of Cell Topology and Layout for Accurate and Efficient Binary ARchitectures
Tianchen Zhao
Xuefei Ning
Xiangsheng Shi
Songyi Yang
Shuang Liang
Peng Lei
Jianfei Chen
Huazhong Yang
Yu Wang
MQ
285
7
0
21 Nov 2020
Robustness-aware 2-bit quantization with real-time performance for neural network
Xiaobin Li
Hongxu Jiang
Shuangxi Huang
Fangzheng Tian
MQ
159
2
0
19 Oct 2020
FATNN: Fast and Accurate Ternary Neural Networks
IEEE International Conference on Computer Vision (ICCV), 2020
Peng Chen
Bohan Zhuang
Chunhua Shen
MQ
348
22
0
12 Aug 2020
Path Sample-Analytic Gradient Estimators for Stochastic Binary Networks
Alexander Shekhovtsov
V. Yanush
B. Flach
MQ
322
12
0
04 Jun 2020
Binarizing MobileNet via Evolution-based Searching
Hai T. Phan
Zechun Liu
Dang T. Huynh
Marios Savvides
Kwang-Ting Cheng
Zhiqiang Shen
3DV
MQ
384
48
0
13 May 2020
Binary Neural Networks: A Survey
Pattern Recognition (Pattern Recognit.), 2020
Haotong Qin
Yazhe Niu
Xianglong Liu
Xiao Bai
Jingkuan Song
Andrii Zadaianchuk
MQ
427
555
0
31 Mar 2020
MeliusNet: Can Binary Neural Networks Achieve MobileNet-level Accuracy?
Joseph Bethge
Christian Bartz
Haojin Yang
Ying-Cong Chen
Christoph Meinel
MQ
364
98
0
16 Jan 2020
Mixed-Precision Quantized Neural Network with Progressively Decreasing Bitwidth For Image Classification and Object Detection
Tianshu Chu
Qin Luo
Jie Yang
Xiaolin Huang
MQ
223
8
0
29 Dec 2019
Loss Aware Post-training Quantization
Machine-mediated learning (ML), 2019
Yury Nahshan
Brian Chmiel
Chaim Baskin
Evgenii Zheltonozhskii
Ron Banner
A. Bronstein
A. Mendelson
MQ
386
196
0
17 Nov 2019
XNOR-Net++: Improved Binary Neural Networks
British Machine Vision Conference (BMVC), 2019
Adrian Bulat
Georgios Tzimiropoulos
MQ
325
222
0
30 Sep 2019
Structured Binary Neural Networks for Image Recognition
International Journal of Computer Vision (IJCV), 2019
Bohan Zhuang
Chunhua Shen
Zhuliang Yu
Peng Chen
Lingqiao Liu
Ian Reid
MQ
395
23
0
22 Sep 2019
Effective Training of Convolutional Neural Networks with Low-bitwidth Weights and Activations
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2019
Bohan Zhuang
Jing Liu
Zhuliang Yu
Lingqiao Liu
Ian Reid
Chunhua Shen
MQ
317
50
0
10 Aug 2019
Towards Learning of Filter-Level Heterogeneous Compression of Convolutional Neural Networks
Y. Zur
Chaim Baskin
Evgenii Zheltonozhskii
Brian Chmiel
Itay Evron
A. Bronstein
A. Mendelson
MQ
299
8
0
22 Apr 2019
Training Quantized Neural Networks with a Full-precision Auxiliary Module
Bohan Zhuang
Lingqiao Liu
Zhuliang Yu
Chunhua Shen
Ian Reid
MQ
390
71
0
27 Mar 2019
Structured Binary Neural Networks for Accurate Image Classification and Semantic Segmentation
Computer Vision and Pattern Recognition (CVPR), 2018
Bohan Zhuang
Chunhua Shen
Zhuliang Yu
Lingqiao Liu
Ian Reid
MQ
291
163
0
22 Nov 2018
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