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2208.11296
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Semi-Supervised and Unsupervised Deep Visual Learning: A Survey
24 August 2022
Yanbei Chen
Massimiliano Mancini
Xiatian Zhu
Zeynep Akata
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Papers citing
"Semi-Supervised and Unsupervised Deep Visual Learning: A Survey"
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Title
Minimal-Entropy Correlation Alignment for Unsupervised Deep Domain Adaptation
Pietro Morerio
Jacopo Cavazza
Vittorio Murino
OOD
59
155
0
28 Nov 2017
Memory Aware Synapses: Learning what (not) to forget
Rahaf Aljundi
F. Babiloni
Mohamed Elhoseiny
Marcus Rohrbach
Tinne Tuytelaars
KELM
CLL
71
1,613
0
27 Nov 2017
Improvements to context based self-supervised learning
T. N. Mundhenk
Daniel E. Ho
Barry Y. Chen
SSL
35
118
0
17 Nov 2017
Global versus Localized Generative Adversarial Nets
Guo-Jun Qi
Liheng Zhang
Hao Hu
Marzieh Edraki
Jingdong Wang
Xian-Sheng Hua
GAN
44
80
0
16 Nov 2017
CyCADA: Cycle-Consistent Adversarial Domain Adaptation
Judy Hoffman
Eric Tzeng
Taesung Park
Jun-Yan Zhu
Phillip Isola
Kate Saenko
Alexei A. Efros
Trevor Darrell
127
2,992
0
08 Nov 2017
Smooth Neighbors on Teacher Graphs for Semi-supervised Learning
Yucen Luo
Jun Zhu
Mengxi Li
Yong Ren
Bo Zhang
47
242
0
01 Nov 2017
mixup: Beyond Empirical Risk Minimization
Hongyi Zhang
Moustapha Cissé
Yann N. Dauphin
David Lopez-Paz
NoLa
240
9,687
0
25 Oct 2017
Representation Learning by Learning to Count
M. Noroozi
Hamed Pirsiavash
Paolo Favaro
SSL
51
369
0
22 Aug 2017
Improved Regularization of Convolutional Neural Networks with Cutout
Terrance Devries
Graham W. Taylor
86
3,739
0
15 Aug 2017
Adversarial Dropout for Supervised and Semi-supervised Learning
Sungrae Park
Jun-Keon Park
Su-Jin Shin
Il-Chul Moon
GAN
56
174
0
12 Jul 2017
Attention Is All You Need
Ashish Vaswani
Noam M. Shazeer
Niki Parmar
Jakob Uszkoreit
Llion Jones
Aidan Gomez
Lukasz Kaiser
Illia Polosukhin
3DV
453
129,831
0
12 Jun 2017
Good Semi-supervised Learning that Requires a Bad GAN
Zihang Dai
Zhilin Yang
Fan Yang
William W. Cohen
Ruslan Salakhutdinov
GAN
38
483
0
27 May 2017
From source to target and back: symmetric bi-directional adaptive GAN
P. Russo
Fabio Maria Carlucci
Tatiana Tommasi
Barbara Caputo
GAN
68
242
0
24 May 2017
Look, Listen and Learn
Relja Arandjelović
Andrew Zisserman
SSL
82
900
0
23 May 2017
AutoDIAL: Automatic DomaIn Alignment Layers
Fabio Maria Carlucci
Lorenzo Porzi
Barbara Caputo
Elisa Ricci
Samuel Rota Buló
76
315
0
26 Apr 2017
Virtual Adversarial Training: A Regularization Method for Supervised and Semi-Supervised Learning
Takeru Miyato
S. Maeda
Masanori Koyama
S. Ishii
GAN
121
2,728
0
13 Apr 2017
Mask R-CNN
Kaiming He
Georgia Gkioxari
Piotr Dollár
Ross B. Girshick
ObjD
305
27,018
0
20 Mar 2017
Prototypical Networks for Few-shot Learning
Jake C. Snell
Kevin Swersky
R. Zemel
213
8,072
0
15 Mar 2017
Colorization as a Proxy Task for Visual Understanding
Gustav Larsson
Michael Maire
Gregory Shakhnarovich
SSL
135
494
0
11 Mar 2017
Triple Generative Adversarial Nets
Chongxuan Li
T. Xu
Jun Zhu
Bo Zhang
GAN
76
452
0
07 Mar 2017
Learning Discrete Representations via Information Maximizing Self-Augmented Training
Weihua Hu
Takeru Miyato
Seiya Tokui
Eiichi Matsumoto
Masashi Sugiyama
64
446
0
28 Feb 2017
Asymmetric Tri-training for Unsupervised Domain Adaptation
Kuniaki Saito
Yoshitaka Ushiku
Tatsuya Harada
88
587
0
27 Feb 2017
Learning from Simulated and Unsupervised Images through Adversarial Training
A. Shrivastava
Tomas Pfister
Oncel Tuzel
J. Susskind
Wenda Wang
Russ Webb
GAN
74
1,800
0
22 Dec 2016
Unsupervised Pixel-Level Domain Adaptation with Generative Adversarial Networks
Konstantinos Bousmalis
N. Silberman
David Dohan
D. Erhan
Dilip Krishnan
OOD
GAN
133
1,534
0
16 Dec 2016
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles
Balaji Lakshminarayanan
Alexander Pritzel
Charles Blundell
UQCV
BDL
493
5,748
0
05 Dec 2016
Overcoming catastrophic forgetting in neural networks
J. Kirkpatrick
Razvan Pascanu
Neil C. Rabinowitz
J. Veness
Guillaume Desjardins
...
A. Grabska-Barwinska
Demis Hassabis
Claudia Clopath
D. Kumaran
R. Hadsell
CLL
265
7,410
0
02 Dec 2016
Split-Brain Autoencoders: Unsupervised Learning by Cross-Channel Prediction
Richard Y. Zhang
Phillip Isola
Alexei A. Efros
SSL
DRL
51
667
0
29 Nov 2016
Infinite Variational Autoencoder for Semi-Supervised Learning
Ehsan Abbasnejad
A. Dick
Anton Van Den Hengel
BDL
DRL
36
79
0
23 Nov 2016
iCaRL: Incremental Classifier and Representation Learning
Sylvestre-Alvise Rebuffi
Alexander Kolesnikov
G. Sperl
Christoph H. Lampert
CLL
OOD
93
3,713
0
23 Nov 2016
Semi-supervised Knowledge Transfer for Deep Learning from Private Training Data
Nicolas Papernot
Martín Abadi
Ulfar Erlingsson
Ian Goodfellow
Kunal Talwar
55
1,012
0
18 Oct 2016
Towards K-means-friendly Spaces: Simultaneous Deep Learning and Clustering
Bo Yang
Xiao Fu
N. Sidiropoulos
Mingyi Hong
DRL
42
871
0
15 Oct 2016
Learning What and Where to Draw
Scott E. Reed
Zeynep Akata
S. Mohan
Samuel Tenka
Bernt Schiele
Honglak Lee
DRL
GAN
54
618
0
08 Oct 2016
Temporal Ensembling for Semi-Supervised Learning
S. Laine
Timo Aila
UQCV
162
2,543
0
07 Oct 2016
A Baseline for Detecting Misclassified and Out-of-Distribution Examples in Neural Networks
Dan Hendrycks
Kevin Gimpel
UQCV
103
3,420
0
07 Oct 2016
Semi-Supervised Classification with Graph Convolutional Networks
Thomas Kipf
Max Welling
GNN
SSL
447
28,901
0
09 Sep 2016
Adversarial examples in the physical world
Alexey Kurakin
Ian Goodfellow
Samy Bengio
SILM
AAML
494
5,878
0
08 Jul 2016
Tutorial on Variational Autoencoders
Carl Doersch
BDL
DRL
77
1,736
0
19 Jun 2016
Regularization With Stochastic Transformations and Perturbations for Deep Semi-Supervised Learning
Mehdi S. M. Sajjadi
Mehran Javanmardi
Tolga Tasdizen
BDL
59
1,110
0
14 Jun 2016
Improved Techniques for Training GANs
Tim Salimans
Ian Goodfellow
Wojciech Zaremba
Vicki Cheung
Alec Radford
Xi Chen
GAN
371
8,999
0
10 Jun 2016
Mutual Exclusivity Loss for Semi-Supervised Deep Learning
Mehdi S. M. Sajjadi
Mehran Javanmardi
Tolga Tasdizen
SSL
30
80
0
09 Jun 2016
DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs
Liang-Chieh Chen
George Papandreou
Iasonas Kokkinos
Kevin Patrick Murphy
Alan Yuille
SSeg
187
18,136
0
02 Jun 2016
Adversarially Learned Inference
Vincent Dumoulin
Ishmael Belghazi
Ben Poole
Olivier Mastropietro
Alex Lamb
Martín Arjovsky
Aaron Courville
GAN
62
1,312
0
02 Jun 2016
Asynchrony begets Momentum, with an Application to Deep Learning
Jeff Donahue
Philipp Krahenbuhl
Stefan Hadjis
Christopher Ré
82
1,827
0
31 May 2016
Generative Adversarial Text to Image Synthesis
Scott E. Reed
Zeynep Akata
Xinchen Yan
Lajanugen Logeswaran
Bernt Schiele
Honglak Lee
GAN
147
3,136
0
17 May 2016
Context Encoders: Feature Learning by Inpainting
Deepak Pathak
Philipp Krahenbuhl
Jeff Donahue
Trevor Darrell
Alexei A. Efros
SSL
48
5,277
0
25 Apr 2016
Joint Unsupervised Learning of Deep Representations and Image Clusters
Jianwei Yang
Devi Parikh
Dhruv Batra
SSL
39
814
0
13 Apr 2016
Joint Detection and Identification Feature Learning for Person Search
Tong Xiao
Shuang Li
Bochao Wang
Liang Lin
Xiaogang Wang
82
822
0
07 Apr 2016
The Cityscapes Dataset for Semantic Urban Scene Understanding
Marius Cordts
Mohamed Omran
Sebastian Ramos
Timo Rehfeld
Markus Enzweiler
Rodrigo Benenson
Uwe Franke
Stefan Roth
Bernt Schiele
689
11,540
0
06 Apr 2016
Unsupervised Learning of Visual Representations by Solving Jigsaw Puzzles
M. Noroozi
Paolo Favaro
SSL
135
2,973
0
30 Mar 2016
Colorful Image Colorization
Richard Y. Zhang
Phillip Isola
Alexei A. Efros
112
3,527
0
28 Mar 2016
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