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1711.08141
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Shift: A Zero FLOP, Zero Parameter Alternative to Spatial Convolutions
22 November 2017
Bichen Wu
Alvin Wan
Xiangyu Yue
Peter H. Jin
Sicheng Zhao
Noah Golmant
A. Gholaminejad
Joseph E. Gonzalez
Kurt Keutzer
3DPC
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Papers citing
"Shift: A Zero FLOP, Zero Parameter Alternative to Spatial Convolutions"
50 / 164 papers shown
When Shift Operation Meets Vision Transformer: An Extremely Simple Alternative to Attention Mechanism
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Chong Luo
Wenjun Zeng
202
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26 Jan 2022
Hardware-Efficient Deconvolution-Based GAN for Edge Computing
Annual Conference on Information Sciences and Systems (CISS), 2022
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121
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18 Jan 2022
GhostNets on Heterogeneous Devices via Cheap Operations
International Journal of Computer Vision (IJCV), 2022
Kai Han
Yunhe Wang
Chang Xu
Jianyuan Guo
Chunjing Xu
Enhua Wu
Qi Tian
205
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10 Jan 2022
Vision Transformer Slimming: Multi-Dimension Searching in Continuous Optimization Space
Computer Vision and Pattern Recognition (CVPR), 2022
Arnav Chavan
Zhiqiang Shen
Zhuang Liu
Zechun Liu
Kwang-Ting Cheng
Eric P. Xing
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269
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03 Jan 2022
FEAR: Fast, Efficient, Accurate and Robust Visual Tracker
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Roman Vei
Orest Kupyn
T. Martyniuk
Igor Krashenyi
Jivrí Matas
190
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15 Dec 2021
STSM: Spatio-Temporal Shift Module for Efficient Action Recognition
Zhaoqilin Yang
Gaoyun An
202
6
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05 Dec 2021
Automatic Sleep Staging of EEG Signals: Recent Development, Challenges, and Future Directions
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Huy P Phan
Kaare B. Mikkelsen
212
125
0
03 Nov 2021
Learning Pruned Structure and Weights Simultaneously from Scratch: an Attention based Approach
BigData Congress [Services Society] (BSS), 2021
Qisheng He
Weisong Shi
Ming Dong
192
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01 Nov 2021
Applications and Techniques for Fast Machine Learning in Science
Frontiers in Big Data (Front. Big Data), 2021
A. Deiana
Nhan Tran
Joshua C. Agar
Michaela Blott
G. D. Guglielmo
...
Ashish Sharma
S. Summers
Pietro Vischia
J. Vlimant
Olivia Weng
214
81
0
25 Oct 2021
RCNet: Reverse Feature Pyramid and Cross-scale Shift Network for Object Detection
ACM Multimedia (ACM MM), 2021
Zhuofan Zong
Qianggang Cao
B. Leng
ObjD
161
15
0
23 Oct 2021
ASSANet: An Anisotropic Separable Set Abstraction for Efficient Point Cloud Representation Learning
Neural Information Processing Systems (NeurIPS), 2021
Guocheng Qian
Hasan Hammoud
Guohao Li
Ali K. Thabet
Guohao Li
3DPC
290
96
0
20 Oct 2021
TSM: Temporal Shift Module for Efficient and Scalable Video Understanding on Edge Device
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2020
Ji Lin
Chuang Gan
Kuan-Chieh Wang
Song Han
168
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27 Sep 2021
GhostShiftAddNet: More Features from Energy-Efficient Operations
Jia Bi
Jonathon S. Hare
G. Merrett
186
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20 Sep 2021
Learning Versatile Convolution Filters for Efficient Visual Recognition
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Yunhe Wang
Chang Xu
Chunjing Xu
Enhua Wu
Dacheng Tao
133
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20 Sep 2021
Efficient Visual Recognition with Deep Neural Networks: A Survey on Recent Advances and New Directions
Machine Intelligence Research (MIR), 2021
Yang Wu
Dingheng Wang
Xiaotong Lu
Fan Yang
Guoqi Li
Weiming Dong
Jianbo Shi
378
18
0
30 Aug 2021
Improving Generalization of Batch Whitening by Convolutional Unit Optimization
IEEE International Conference on Computer Vision (ICCV), 2021
Yooshin Cho
Hanbyel Cho
Youngsoo Kim
Junmo Kim
178
3
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24 Aug 2021
Learning Deep Multimodal Feature Representation with Asymmetric Multi-layer Fusion
ACM Multimedia (ACM MM), 2020
Yikai Wang
F. Sun
Ming Lu
Anbang Yao
171
59
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11 Aug 2021
Token Shift Transformer for Video Classification
ACM Multimedia (ACM MM), 2021
Hao Zhang
Y. Hao
Chong-Wah Ngo
ViT
276
127
0
05 Aug 2021
MixFaceNets: Extremely Efficient Face Recognition Networks
Fadi Boutros
Naser Damer
Meiling Fang
Florian Kirchbuchner
Arjan Kuijper
CVBM
204
67
0
27 Jul 2021
AS-MLP: An Axial Shifted MLP Architecture for Vision
International Conference on Learning Representations (ICLR), 2021
Dongze Lian
Zehao Yu
Xing Sun
Shenghua Gao
233
211
0
18 Jul 2021
Rethinking Token-Mixing MLP for MLP-based Vision Backbone
British Machine Vision Conference (BMVC), 2021
Tan Yu
Xu Li
Yunfeng Cai
Mingming Sun
Ping Li
191
27
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28 Jun 2021
HELP: Hardware-Adaptive Efficient Latency Prediction for NAS via Meta-Learning
Hayeon Lee
Sewoong Lee
Song Chong
Sung Ju Hwang
258
31
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16 Jun 2021
S
2
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2
-MLP: Spatial-Shift MLP Architecture for Vision
IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2021
Tan Yu
Xu Li
Yunfeng Cai
Mingming Sun
Ping Li
241
215
0
14 Jun 2021
Space-time Mixing Attention for Video Transformer
Neural Information Processing Systems (NeurIPS), 2021
Adrian Bulat
Juan-Manuel Perez-Rua
Swathikiran Sudhakaran
Brais Martínez
Georgios Tzimiropoulos
ViT
289
141
0
10 Jun 2021
Universal Adder Neural Networks
Hanting Chen
Yunhe Wang
Chang Xu
Chao Xu
Chunjing Xu
Tong Zhang
350
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0
29 May 2021
MutualNet: Adaptive ConvNet via Mutual Learning from Different Model Configurations
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021
Taojiannan Yang
Sijie Zhu
Matías Mendieta
Pu Wang
Ravikumar Balakrishnan
Minwoo Lee
T. Han
M. Shah
Chong Chen
3DH
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257
25
0
14 May 2021
A lightweight deep learning based cloud detection method for Sentinel-2A imagery fusing multi-scale spectral and spatial features
IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2021
Jun Li
Zhaocong Wu
Zhongwen Hu
Canliang Jian
Shaojie Luo
Lichao Mou
Xiaoxiang Zhu
M. Molinier
186
63
0
29 Apr 2021
Tight Compression: Compressing CNN Through Fine-Grained Pruning and Weight Permutation for Efficient Implementation
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (IEEE TCAD), 2021
Xizi Chen
Jingyang Zhu
Jingbo Jiang
Chi-Ying Tsui
71
16
0
03 Apr 2021
InversionNet3D: Efficient and Scalable Learning for 3D Full Waveform Inversion
IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2021
Qili Zeng
Shihang Feng
B. Wohlberg
Youzuo Lin
279
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25 Mar 2021
Compacting Deep Neural Networks for Internet of Things: Methods and Applications
IEEE Internet of Things Journal (IEEE IoT Journal), 2021
Ke Zhang
Hanbo Ying
Hongning Dai
Lin Li
Yuangyuang Peng
Keyi Guo
Hongfang Yu
281
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20 Mar 2021
MHDeep: Mental Health Disorder Detection System based on Body-Area and Deep Neural Networks
Shayan Hassantabar
Joe Zhang
Hongxu Yin
N. Jha
222
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20 Feb 2021
GhostSR: Learning Ghost Features for Efficient Image Super-Resolution
Ying Nie
Kai Han
Zhenhua Liu
Chunjing Xu
Yunhe Wang
OOD
301
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21 Jan 2021
DSXplore: Optimizing Convolutional Neural Networks via Sliding-Channel Convolutions
IEEE International Parallel and Distributed Processing Symposium (IPDPS), 2021
Yuke Wang
Boyuan Feng
Yufei Ding
125
10
0
04 Jan 2021
Distilling Optimal Neural Networks: Rapid Search in Diverse Spaces
IEEE International Conference on Computer Vision (ICCV), 2020
Bert Moons
Parham Noorzad
Andrii Skliar
G. Mariani
Dushyant Mehta
Chris Lott
Tijmen Blankevoort
417
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16 Dec 2020
MINIROCKET: A Very Fast (Almost) Deterministic Transform for Time Series Classification
Knowledge Discovery and Data Mining (KDD), 2020
Angus Dempster
Daniel F. Schmidt
Geoffrey I. Webb
AI4TS
354
453
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16 Dec 2020
A Comprehensive Study of Deep Video Action Recognition
Yi Zhu
Xinyu Li
Chunhui Liu
Mohammadreza Zolfaghari
Yuanjun Xiong
Chongruo Wu
Zhi-Li Zhang
Joseph Tighe
R. Manmatha
Mu Li
VLM
AI4TS
283
209
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11 Dec 2020
Improving Accuracy of Binary Neural Networks using Unbalanced Activation Distribution
Computer Vision and Pattern Recognition (CVPR), 2020
Hyungjun Kim
Jihoon Park
Chang-Ho Lee
Jae-Joon Kim
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272
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MGIC: Multigrid-in-Channels Neural Network Architectures
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Moshe Eliasof
Jonathan Ephrath
Lars Ruthotto
Eran Treister
402
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17 Nov 2020
FAT: Training Neural Networks for Reliable Inference Under Hardware Faults
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Ussama Zahid
Giulio Gambardella
Nicholas J. Fraser
Michaela Blott
K. Vissers
115
50
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11 Nov 2020
Receptive Field Size Optimization with Continuous Time Pooling
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Dóra Babicz
Soma Kontár
M. Peto
András Fülöp
Gergely Szabó
A. Horváth
131
1
0
02 Nov 2020
ShiftAddNet: A Hardware-Inspired Deep Network
Neural Information Processing Systems (NeurIPS), 2020
Haoran You
Xiaohan Chen
Yongan Zhang
Chaojian Li
Sicheng Li
Zihao Liu
Zinan Lin
Yingyan Lin
OOD
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346
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24 Oct 2020
VolumeNet: A Lightweight Parallel Network for Super-Resolution of Medical Volumetric Data
IEEE Transactions on Image Processing (TIP), 2020
Yinhao Li
Yutaro Iwamoto
Lanfen Lin
R. Xu
Yenwei Chen
SupR
217
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16 Oct 2020
TUTOR: Training Neural Networks Using Decision Rules as Model Priors
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Prerit Terway
N. Jha
337
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12 Oct 2020
Pruning Filter in Filter
Fanxu Meng
Hao Cheng
Ke Li
Huixiang Luo
Xiao-Wei Guo
Guangming Lu
Xing Sun
VLM
276
120
0
30 Sep 2020
Self-grouping Convolutional Neural Networks
Qingbei Guo
Xiaojun Wu
J. Kittler
Zhiquan Feng
143
28
0
29 Sep 2020
Rotated Binary Neural Network
Neural Information Processing Systems (NeurIPS), 2020
Mingbao Lin
Rongrong Ji
Zi-Han Xu
Baochang Zhang
Yan Wang
Yongjian Wu
Feiyue Huang
Chia-Wen Lin
MQ
294
150
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28 Sep 2020
SoFAr: Shortcut-based Fractal Architectures for Binary Convolutional Neural Networks
Baozhou Zhu
P. Hofstee
Jinho Lee
Zaid Al-Ars
MQ
127
2
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11 Sep 2020
One Weight Bitwidth to Rule Them All
Ting-Wu Chin
P. Chuang
Vikas Chandra
Diana Marculescu
MQ
202
26
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22 Aug 2020
Surrogate NAS Benchmarks: Going Beyond the Limited Search Spaces of Tabular NAS Benchmarks
Arber Zela
Julien N. Siems
Lucas Zimmer
Jovita Lukasik
Margret Keuper
Katharina Eggensperger
398
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22 Aug 2020
Discovering Multi-Hardware Mobile Models via Architecture Search
Grace Chu
Okan Arikan
Gabriel Bender
Weijun Wang
Achille Brighton
Pieter-Jan Kindermans
Hanxiao Liu
Berkin Akin
Suyog Gupta
Andrew G. Howard
MQ
213
21
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18 Aug 2020
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