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Unsupervised Learning of Visual Representations using Videos

Unsupervised Learning of Visual Representations using Videos

4 May 2015
Xueliang Wang
Abhinav Gupta
    SSL
ArXivPDFHTML

Papers citing "Unsupervised Learning of Visual Representations using Videos"

49 / 99 papers shown
Title
Unsupervised Domain Adaptation through Self-Supervision
Unsupervised Domain Adaptation through Self-Supervision
Yu Sun
Eric Tzeng
Trevor Darrell
Alexei A. Efros
OOD
SSL
30
236
0
26 Sep 2019
Learning Visual Features Under Motion Invariance
Learning Visual Features Under Motion Invariance
Alessandro Betti
Marco Gori
S. Melacci
OOD
11
7
0
01 Sep 2019
On Mutual Information Maximization for Representation Learning
On Mutual Information Maximization for Representation Learning
Michael Tschannen
Josip Djolonga
Paul Kishan Rubenstein
Sylvain Gelly
Mario Lucic
SSL
9
486
0
31 Jul 2019
Quadruplet Selection Methods for Deep Embedding Learning
Quadruplet Selection Methods for Deep Embedding Learning
Kaan Karaman
Erhan Gundogdu
Aykut Koç
A. Aydin Alatan
13
5
0
22 Jul 2019
Order Matters: Shuffling Sequence Generation for Video Prediction
Order Matters: Shuffling Sequence Generation for Video Prediction
Junyan Wang
Bingzhang Hu
Yang Long
Yu Guan
14
11
0
20 Jul 2019
Self-Supervised Dialogue Learning
Self-Supervised Dialogue Learning
Jiawei Wu
Xin Eric Wang
William Yang Wang
SSL
16
58
0
30 Jun 2019
Contrastive Multiview Coding
Contrastive Multiview Coding
Yonglong Tian
Dilip Krishnan
Phillip Isola
SSL
91
2,367
0
13 Jun 2019
Self-Supervised Learning for Contextualized Extractive Summarization
Self-Supervised Learning for Contextualized Extractive Summarization
Hong Wang
Xin Eric Wang
Wenhan Xiong
Mo Yu
Xiaoxiao Guo
Shiyu Chang
William Yang Wang
SSL
29
56
0
11 Jun 2019
Scaling and Benchmarking Self-Supervised Visual Representation Learning
Scaling and Benchmarking Self-Supervised Visual Representation Learning
Priya Goyal
D. Mahajan
Abhinav Gupta
Ishan Misra
SSL
24
396
0
03 May 2019
A critical analysis of self-supervision, or what we can learn from a
  single image
A critical analysis of self-supervision, or what we can learn from a single image
Yuki M. Asano
Christian Rupprecht
Andrea Vedaldi
SSL
27
145
0
30 Apr 2019
Unsupervised Deep Tracking
Unsupervised Deep Tracking
Ning Wang
Yibing Song
Chao Ma
Wen-gang Zhou
Wei Liu
Houqiang Li
27
332
0
03 Apr 2019
Activity Driven Weakly Supervised Object Detection
Activity Driven Weakly Supervised Object Detection
Zhenheng Yang
D. Mahajan
Deepti Ghadiyaram
Ram Nevatia
Vignesh Ramanathan
WSOD
6
32
0
02 Apr 2019
Self-Supervised Visual Representations for Cross-Modal Retrieval
Self-Supervised Visual Representations for Cross-Modal Retrieval
Yash J. Patel
Lluís Gómez
Marçal Rusiñol
Dimosthenis Karatzas
C. V. Jawahar
SSL
10
14
0
31 Jan 2019
AET vs. AED: Unsupervised Representation Learning by Auto-Encoding
  Transformations rather than Data
AET vs. AED: Unsupervised Representation Learning by Auto-Encoding Transformations rather than Data
Liheng Zhang
Guo-Jun Qi
Liqiang Wang
Jiebo Luo
14
202
0
14 Jan 2019
Theoretical Guarantees of Deep Embedding Losses Under Label Noise
Theoretical Guarantees of Deep Embedding Losses Under Label Noise
Nam Le
J. Odobez
NoLa
11
1
0
06 Dec 2018
Unsupervised Single Image Deraining with Self-supervised Constraints
Unsupervised Single Image Deraining with Self-supervised Constraints
Xin Jin
Zhibo Chen
Jianxin Lin
Zhikai Chen
Wei Zhou
19
73
0
21 Nov 2018
Cross and Learn: Cross-Modal Self-Supervision
Cross and Learn: Cross-Modal Self-Supervision
Nawid Sayed
Biagio Brattoli
Bjorn Ommer
SSL
30
78
0
09 Nov 2018
Gradient-based Training of Slow Feature Analysis by Differentiable
  Approximate Whitening
Gradient-based Training of Slow Feature Analysis by Differentiable Approximate Whitening
Merlin Schuler
Hlynur Davíð Hlynsson
Laurenz Wiskott
14
13
0
27 Aug 2018
Manipulating Attributes of Natural Scenes via Hallucination
Manipulating Attributes of Natural Scenes via Hallucination
Levent Karacan
Zeynep Akata
Aykut Erdem
Erkut Erdem
33
23
0
22 Aug 2018
Unsupervised learning of foreground object detection
Unsupervised learning of foreground object detection
Ioana Croitoru
Simion-Vlad Bogolin
Marius Leordeanu
OCL
28
48
0
14 Aug 2018
Cross Pixel Optical Flow Similarity for Self-Supervised Learning
Cross Pixel Optical Flow Similarity for Self-Supervised Learning
Aravindh Mahendran
James Thewlis
Andrea Vedaldi
SSL
16
61
0
15 Jul 2018
Representation Learning with Contrastive Predictive Coding
Representation Learning with Contrastive Predictive Coding
Aaron van den Oord
Yazhe Li
Oriol Vinyals
DRL
SSL
29
10,033
0
10 Jul 2018
Unsupervised Natural Image Patch Learning
Unsupervised Natural Image Patch Learning
Dov Danon
Hadar Averbuch-Elor
Ohad Fried
Daniel Cohen-Or
SSL
16
16
0
28 Jun 2018
A neural network trained to predict future video frames mimics critical
  properties of biological neuronal responses and perception
A neural network trained to predict future video frames mimics critical properties of biological neuronal responses and perception
William Lotter
Gabriel Kreiman
David D. Cox
27
31
0
28 May 2018
Deep Nets: What have they ever done for Vision?
Deep Nets: What have they ever done for Vision?
Alan Yuille
Chenxi Liu
25
97
0
10 May 2018
Better and Faster: Knowledge Transfer from Multiple Self-supervised
  Learning Tasks via Graph Distillation for Video Classification
Better and Faster: Knowledge Transfer from Multiple Self-supervised Learning Tasks via Graph Distillation for Video Classification
Chenrui Zhang
Yuxin Peng
SSL
18
56
0
26 Apr 2018
Taskonomy: Disentangling Task Transfer Learning
Taskonomy: Disentangling Task Transfer Learning
Amir Zamir
Alexander Sax
Bokui (William) Shen
Leonidas J. Guibas
Jitendra Malik
Silvio Savarese
11
1,205
0
23 Apr 2018
Class Subset Selection for Transfer Learning using Submodularity
Class Subset Selection for Transfer Learning using Submodularity
Varun Manjunatha
Srikumar Ramalingam
Tim K. Marks
L. Davis
21
6
0
30 Mar 2018
Unsupervised learning from videos using temporal coherency deep networks
Unsupervised learning from videos using temporal coherency deep networks
Carolina Redondo-Cabrera
Roberto J. López-Sastre
AI4TS
SSL
32
15
0
24 Jan 2018
DiscrimNet: Semi-Supervised Action Recognition from Videos using
  Generative Adversarial Networks
DiscrimNet: Semi-Supervised Action Recognition from Videos using Generative Adversarial Networks
Unaiza Ahsan
Chen Sun
Irfan Essa
GAN
21
44
0
22 Jan 2018
Learning Sight from Sound: Ambient Sound Provides Supervision for Visual
  Learning
Learning Sight from Sound: Ambient Sound Provides Supervision for Visual Learning
Andrew Owens
Jiajun Wu
Josh H. McDermott
William T. Freeman
Antonio Torralba
SSL
41
177
0
20 Dec 2017
Learning Social Image Embedding with Deep Multimodal Attention Networks
Learning Social Image Embedding with Deep Multimodal Attention Networks
Feiran Huang
Xiaoming Zhang
Zhoujun Li
Tao Mei
Yueying He
Zhonghua Zhao
24
20
0
18 Oct 2017
Are we done with object recognition? The iCub robot's perspective
Are we done with object recognition? The iCub robot's perspective
Giulia Pasquale
C. Ciliberto
Francesca Odone
Lorenzo Rosasco
Lorenzo Natale
11
41
0
28 Sep 2017
Image similarity using Deep CNN and Curriculum Learning
Image similarity using Deep CNN and Curriculum Learning
Srikar Appalaraju
Vineet Chaoji
SSL
6
65
0
26 Sep 2017
Discovery of Visual Semantics by Unsupervised and Self-Supervised
  Representation Learning
Discovery of Visual Semantics by Unsupervised and Self-Supervised Representation Learning
Gustav Larsson
SSL
VLM
21
5
0
19 Aug 2017
Unsupervised Incremental Learning of Deep Descriptors From Video Streams
Unsupervised Incremental Learning of Deep Descriptors From Video Streams
F. Pernici
A. Bimbo
CLL
CVBM
21
12
0
11 Aug 2017
CortexNet: a Generic Network Family for Robust Visual Temporal
  Representations
CortexNet: a Generic Network Family for Robust Visual Temporal Representations
A. Canziani
Eugenio Culurciello
11
21
0
08 Jun 2017
Deep Learning is Robust to Massive Label Noise
Deep Learning is Robust to Massive Label Noise
David Rolnick
Andreas Veit
Serge J. Belongie
Nir Shavit
NoLa
36
548
0
30 May 2017
Transfer of View-manifold Learning to Similarity Perception of Novel
  Objects
Transfer of View-manifold Learning to Similarity Perception of Novel Objects
Xingyu Lin
Hao Wang
Zhihao Li
Yimeng Zhang
Alan Yuille
T. Lee
12
13
0
31 Mar 2017
Self-Taught Convolutional Neural Networks for Short Text Clustering
Self-Taught Convolutional Neural Networks for Short Text Clustering
Jiaming Xu
Bo Xu
Peng Wang
Suncong Zheng
Guanhua Tian
Jun Zhao
Bo Xu
SSL
26
213
0
01 Jan 2017
Human-In-The-Loop Person Re-Identification
Human-In-The-Loop Person Re-Identification
Hanxiao Wang
S. Gong
Xiatian Zhu
Tao Xiang
11
109
0
05 Dec 2016
Ensembles of Generative Adversarial Networks
Ensembles of Generative Adversarial Networks
Yaxing Wang
Lichao Zhang
Joost van de Weijer
GAN
22
52
0
03 Dec 2016
Recursive Autoconvolution for Unsupervised Learning of Convolutional
  Neural Networks
Recursive Autoconvolution for Unsupervised Learning of Convolutional Neural Networks
Boris Knyazev
Erhardt Barth
T. Martinetz
SSL
22
0
0
02 Jun 2016
Unsupervised Learning of Visual Representations by Solving Jigsaw
  Puzzles
Unsupervised Learning of Visual Representations by Solving Jigsaw Puzzles
M. Noroozi
Paolo Favaro
SSL
13
2,956
0
30 Mar 2016
Colorful Image Colorization
Colorful Image Colorization
Richard Y. Zhang
Phillip Isola
Alexei A. Efros
22
3,515
0
28 Mar 2016
Learning Image Matching by Simply Watching Video
Learning Image Matching by Simply Watching Video
Gucan Long
L. Kneip
J. Álvarez
Hongdong Li
11
205
0
19 Mar 2016
Unsupervised High-level Feature Learning by Ensemble Projection for
  Semi-supervised Image Classification and Image Clustering
Unsupervised High-level Feature Learning by Ensemble Projection for Semi-supervised Image Classification and Image Clustering
Dengxin Dai
Luc Van Gool
29
31
0
02 Feb 2016
Slow and steady feature analysis: higher order temporal coherence in
  video
Slow and steady feature analysis: higher order temporal coherence in video
Dinesh Jayaraman
Kristen Grauman
26
143
0
15 Jun 2015
Designing Deep Networks for Surface Normal Estimation
Designing Deep Networks for Surface Normal Estimation
Xueliang Wang
David Fouhey
Abhinav Gupta
3DV
SSL
167
353
0
18 Nov 2014
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