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1911.04252
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Self-training with Noisy Student improves ImageNet classification
11 November 2019
Qizhe Xie
Minh-Thang Luong
Eduard H. Hovy
Quoc V. Le
NoLa
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Papers citing
"Self-training with Noisy Student improves ImageNet classification"
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Title
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale
Alexey Dosovitskiy
Lucas Beyer
Alexander Kolesnikov
Dirk Weissenborn
Xiaohua Zhai
...
Matthias Minderer
G. Heigold
Sylvain Gelly
Jakob Uszkoreit
N. Houlsby
ViT
41
39,330
0
22 Oct 2020
RDIS: Random Drop Imputation with Self-Training for Incomplete Time Series Data
Taehyean Choi
Ji-Su Kang
Jong-Hwan Kim
SyDa
AI4TS
22
21
0
20 Oct 2020
Data Transfer Approaches to Improve Seq-to-Seq Retrosynthesis
Katsuhiko Ishiguro
K. Ujihara
R. Sawada
Hirotaka Akita
Masaaki Kotera
27
6
0
02 Oct 2020
Scalable Transfer Learning with Expert Models
J. Puigcerver
C. Riquelme
Basil Mustafa
Cédric Renggli
André Susano Pinto
Sylvain Gelly
Daniel Keysers
N. Houlsby
34
62
0
28 Sep 2020
Pruning Convolutional Filters using Batch Bridgeout
Najeeb Khan
Ian Stavness
28
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23 Sep 2020
A Primer on Motion Capture with Deep Learning: Principles, Pitfalls and Perspectives
Alexander Mathis
Steffen Schneider
Jessy Lauer
Mackenzie W. Mathis
35
165
0
01 Sep 2020
Robust Pancreatic Ductal Adenocarcinoma Segmentation with Multi-Institutional Multi-Phase Partially-Annotated CT Scans
Ling Zhang
Yu Shi
Jiawen Yao
Yun Bian
Kai Cao
D. Jin
Jing Xiao
Le Lu
19
20
0
24 Aug 2020
Addressing Neural Network Robustness with Mixup and Targeted Labeling Adversarial Training
Alfred Laugros
A. Caplier
Matthieu Ospici
AAML
24
19
0
19 Aug 2020
Noisy Student Training using Body Language Dataset Improves Facial Expression Recognition
Vikas Kumar
Shivansh Rao
Li Yu
CVBM
NoLa
37
31
0
06 Aug 2020
Semi-Supervised Learning with Data Augmentation for End-to-End ASR
F. Weninger
F. Mana
R. Gemello
Jesús Andrés-Ferrer
P. Zhan
25
30
0
27 Jul 2020
DeepCorn: A Semi-Supervised Deep Learning Method for High-Throughput Image-Based Corn Kernel Counting and Yield Estimation
S. Khaki
Hieu H. Pham
Ye Han
Andy Kuhl
W. Kent
Lizhi Wang
19
60
0
20 Jul 2020
Improving Object Detection with Selective Self-supervised Self-training
Yandong Li
Di Huang
Danfeng Qin
Liqiang Wang
Boqing Gong
20
65
0
17 Jul 2020
Distribution Aligning Refinery of Pseudo-label for Imbalanced Semi-supervised Learning
Jaehyung Kim
Youngbum Hur
Sejun Park
Eunho Yang
Sung Ju Hwang
Jinwoo Shin
17
159
0
17 Jul 2020
On Robustness and Transferability of Convolutional Neural Networks
Josip Djolonga
Jessica Yung
Michael Tschannen
Rob Romijnders
Lucas Beyer
...
D. Moldovan
Sylvain Gelly
N. Houlsby
Xiaohua Zhai
Mario Lucic
OOD
13
154
0
16 Jul 2020
Diverse Ensembles Improve Calibration
Asa Cooper Stickland
Iain Murray
UQCV
FedML
27
26
0
08 Jul 2020
Measuring Robustness to Natural Distribution Shifts in Image Classification
Rohan Taori
Achal Dave
Vaishaal Shankar
Nicholas Carlini
Benjamin Recht
Ludwig Schmidt
OOD
24
533
0
01 Jul 2020
Improving robustness against common corruptions by covariate shift adaptation
Steffen Schneider
E. Rusak
L. Eck
Oliver Bringmann
Wieland Brendel
Matthias Bethge
VLM
42
463
0
30 Jun 2020
Evaluating Prediction-Time Batch Normalization for Robustness under Covariate Shift
Zachary Nado
Shreyas Padhy
D. Sculley
Alexander DÁmour
Balaji Lakshminarayanan
Jasper Snoek
OOD
AI4TS
32
240
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19 Jun 2020
Self-training Avoids Using Spurious Features Under Domain Shift
Yining Chen
Colin Wei
Ananya Kumar
Tengyu Ma
OOD
29
84
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17 Jun 2020
70 years of machine learning in geoscience in review
Jesper Sören Dramsch
VLM
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32
160
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Multiscale Deep Equilibrium Models
Shaojie Bai
V. Koltun
J. Zico Kolter
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38
211
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15 Jun 2020
Self-supervised Learning: Generative or Contrastive
Xiao Liu
Fanjin Zhang
Zhenyu Hou
Zhaoyu Wang
Li Mian
Jing Zhang
Jie Tang
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50
1,586
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15 Jun 2020
Are we done with ImageNet?
Lucas Beyer
Olivier J. Hénaff
Alexander Kolesnikov
Xiaohua Zhai
Aaron van den Oord
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19
397
0
12 Jun 2020
Rethinking Pre-training and Self-training
Barret Zoph
Golnaz Ghiasi
Nayeon Lee
Huayu Chen
Hanxiao Liu
E. D. Cubuk
Quoc V. Le
SSeg
48
645
0
11 Jun 2020
VirTex: Learning Visual Representations from Textual Annotations
Karan Desai
Justin Johnson
SSL
VLM
30
432
0
11 Jun 2020
Knowledge Distillation: A Survey
Jianping Gou
B. Yu
Stephen J. Maybank
Dacheng Tao
VLM
19
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0
09 Jun 2020
An Overview of Deep Semi-Supervised Learning
Yassine Ouali
C´eline Hudelot
Myriam Tami
SSL
HAI
27
294
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09 Jun 2020
ResKD: Residual-Guided Knowledge Distillation
Xuewei Li
Songyuan Li
Bourahla Omar
Fei Wu
Xi Li
21
47
0
08 Jun 2020
An Empirical Analysis of the Impact of Data Augmentation on Knowledge Distillation
Deepan Das
Haley Massa
Abhimanyu Kulkarni
Theodoros Rekatsinas
21
18
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06 Jun 2020
Hierarchical Multi-Scale Attention for Semantic Segmentation
Andrew Tao
Karan Sapra
Bryan Catanzaro
SSeg
31
449
0
21 May 2020
Naive-Student: Leveraging Semi-Supervised Learning in Video Sequences for Urban Scene Segmentation
Liang-Chieh Chen
Raphael Gontijo-Lopes
Bowen Cheng
Maxwell D. Collins
E. D. Cubuk
Barret Zoph
Hartwig Adam
Jonathon Shlens
28
76
0
20 May 2020
Large-Scale Object Detection in the Wild from Imbalanced Multi-Labels
Junran Peng
Xingyuan Bu
Ming Sun
Zhaoxiang Zhang
Tieniu Tan
Junjie Yan
VLM
ObjD
27
60
0
18 May 2020
Large scale weakly and semi-supervised learning for low-resource video ASR
Kritika Singh
Vimal Manohar
Alex Xiao
Sergey Edunov
Ross B. Girshick
Vitaliy Liptchinsky
Christian Fuegen
Yatharth Saraf
Geoffrey Zweig
Abdel-rahman Mohamed
31
9
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16 May 2020
A Simple Semi-Supervised Learning Framework for Object Detection
Kihyuk Sohn
Zizhao Zhang
Chun-Liang Li
Han Zhang
Chen-Yu Lee
Tomas Pfister
38
493
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10 May 2020
Does Visual Self-Supervision Improve Learning of Speech Representations for Emotion Recognition?
Abhinav Shukla
Stavros Petridis
M. Pantic
SSL
32
28
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Dual Learning for Semi-Supervised Natural Language Understanding
Su Zhu
Ruisheng Cao
Kai Yu
43
31
0
26 Apr 2020
Cheaper Pre-training Lunch: An Efficient Paradigm for Object Detection
Dongzhan Zhou
Xinchi Zhou
Hongwen Zhang
Shuai Yi
Wanli Ouyang
VLM
24
16
0
25 Apr 2020
How Useful is Self-Supervised Pretraining for Visual Tasks?
Alejandro Newell
Jia Deng
SSL
25
136
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31 Mar 2020
Label-Efficient Learning on Point Clouds using Approximate Convex Decompositions
Matheus Gadelha
Aruni RoyChowdhury
Gopal Sharma
E. Kalogerakis
Liangliang Cao
Erik Learned-Miller
Rui Wang
Subhransu Maji
3DPC
26
45
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30 Mar 2020
A Survey of Deep Learning for Scientific Discovery
M. Raghu
Erica Schmidt
OOD
AI4CE
38
120
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Circumventing Outliers of AutoAugment with Knowledge Distillation
Longhui Wei
Anxiang Xiao
Lingxi Xie
Xin Chen
Xiaopeng Zhang
Qi Tian
24
62
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25 Mar 2020
Meta Pseudo Labels
Hieu H. Pham
Zihang Dai
Qizhe Xie
Minh-Thang Luong
Quoc V. Le
VLM
262
656
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23 Mar 2020
Med7: a transferable clinical natural language processing model for electronic health records
Andrey Kormilitzin
N. Vaci
Qiang Liu
A. Nevado-Holgado
22
115
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Iterative Averaging in the Quest for Best Test Error
Diego Granziol
Xingchen Wan
Samuel Albanie
Stephen J. Roberts
10
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Do CNNs Encode Data Augmentations?
Eddie Q. Yan
Yanping Huang
OOD
13
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29 Feb 2020
Understanding Self-Training for Gradual Domain Adaptation
Ananya Kumar
Tengyu Ma
Percy Liang
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28
227
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Batch Normalization Biases Residual Blocks Towards the Identity Function in Deep Networks
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Samuel L. Smith
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21
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Semi-Supervised Neural Architecture Search
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Xu Tan
Rui Wang
Tao Qin
Enhong Chen
Tie-Yan Liu
13
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24 Feb 2020
Training Question Answering Models From Synthetic Data
Raul Puri
Ryan Spring
M. Patwary
M. Shoeybi
Bryan Catanzaro
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159
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Greedy Policy Search: A Simple Baseline for Learnable Test-Time Augmentation
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Yuliya Molchanova
Arsenii Ashukha
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