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Unsupervised Feature Learning via Non-Parametric Instance-level
  Discrimination

Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination

5 May 2018
Zhirong Wu
Yuanjun Xiong
Stella X. Yu
Dahua Lin
    SSL
ArXiv (abs)PDFHTML

Papers citing "Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination"

50 / 1,940 papers shown
Title
TreeGAN: Incorporating Class Hierarchy into Image Generation
TreeGAN: Incorporating Class Hierarchy into Image Generation
Ruisi Zhang
Luntian Mou
P. Xie
GAN
58
1
0
16 Sep 2020
SelfAugment: Automatic Augmentation Policies for Self-Supervised
  Learning
SelfAugment: Automatic Augmentation Policies for Self-Supervised Learning
Colorado Reed
Sean L. Metzger
A. Srinivas
Trevor Darrell
Kurt Keutzer
SSL
91
49
0
16 Sep 2020
Removing the Background by Adding the Background: Towards Background
  Robust Self-supervised Video Representation Learning
Removing the Background by Adding the Background: Towards Background Robust Self-supervised Video Representation Learning
Jinpeng Wang
Yuting Gao
Ke Li
Yiqi Lin
A. J. Ma
Hao Cheng
Pai Peng
Feiyue Huang
Rongrong Ji
Xing Sun
SSL
140
97
0
12 Sep 2020
Enhancing Unsupervised Video Representation Learning by Decoupling the
  Scene and the Motion
Enhancing Unsupervised Video Representation Learning by Decoupling the Scene and the Motion
Jinpeng Wang
Yuting Gao
Ke Li
Jianguo Hu
Xinyang Jiang
Xiao-Wei Guo
Rongrong Ji
Xing Sun
92
66
0
12 Sep 2020
Deep Metric Learning Meets Deep Clustering: An Novel Unsupervised
  Approach for Feature Embedding
Deep Metric Learning Meets Deep Clustering: An Novel Unsupervised Approach for Feature Embedding
Binh X. Nguyen
Binh Duc Nguyen
G. Carneiro
Erman Tjiputra
Quang-Dieu Tran
Thanh-Toan Do
76
10
0
09 Sep 2020
A Self-Supervised Gait Encoding Approach with Locality-Awareness for 3D
  Skeleton Based Person Re-Identification
A Self-Supervised Gait Encoding Approach with Locality-Awareness for 3D Skeleton Based Person Re-Identification
Haocong Rao
Siqi Wang
Xiping Hu
Mingkui Tan
Yi Guo
Jun Cheng
Xinwang Liu
Bin Hu
3DH
76
69
0
05 Sep 2020
Unsupervised Feature Learning by Autoencoder and Prototypical
  Contrastive Learning for Hyperspectral Classification
Unsupervised Feature Learning by Autoencoder and Prototypical Contrastive Learning for Hyperspectral Classification
Zeyu Cao
Xiaorun Li
Liaoying Zhao
SSL
79
31
0
02 Sep 2020
A Primer on Motion Capture with Deep Learning: Principles, Pitfalls and
  Perspectives
A Primer on Motion Capture with Deep Learning: Principles, Pitfalls and Perspectives
Alexander Mathis
Steffen Schneider
Jessy Lauer
Mackenzie W. Mathis
112
168
0
01 Sep 2020
Self-supervised Video Representation Learning by Uncovering
  Spatio-temporal Statistics
Self-supervised Video Representation Learning by Uncovering Spatio-temporal Statistics
Jiangliu Wang
Jianbo Jiao
Linchao Bao
Shengfeng He
Wei Liu
Yunhui Liu
SSLAI4TS
68
55
0
31 Aug 2020
Unsupervised MRI Reconstruction with Generative Adversarial Networks
Unsupervised MRI Reconstruction with Generative Adversarial Networks
Elizabeth K. Cole
John M. Pauly
S. Vasanawala
Frank Ong
GANMedIm
62
51
0
29 Aug 2020
Puzzle-AE: Novelty Detection in Images through Solving Puzzles
Puzzle-AE: Novelty Detection in Images through Solving Puzzles
Mohammadreza Salehi
Ainaz Eftekhar
Niousha Sadjadi
M. Rohban
Hamid R. Rabiee
AAML
183
44
0
29 Aug 2020
Delving into Inter-Image Invariance for Unsupervised Visual
  Representations
Delving into Inter-Image Invariance for Unsupervised Visual Representations
Jiahao Xie
Xiaohang Zhan
Ziwei Liu
Yew-Soon Ong
Chen Change Loy
SSLVLM
76
59
0
26 Aug 2020
Learning to Learn in a Semi-Supervised Fashion
Learning to Learn in a Semi-Supervised Fashion
Yun-Chun Chen
Chao-Te Chou
Y. Wang
SSL
94
6
0
25 Aug 2020
Unsupervised Deep Metric Learning via Orthogonality based Probabilistic
  Loss
Unsupervised Deep Metric Learning via Orthogonality based Probabilistic Loss
U. Dutta
Mehrtash Harandi
C. Sekhar
SSL
41
16
0
22 Aug 2020
A Self-supervised GAN for Unsupervised Few-shot Object Recognition
A Self-supervised GAN for Unsupervised Few-shot Object Recognition
Khoi Duc Minh Nguyen
S. Todorovic
SSL
61
5
0
16 Aug 2020
Self-supervised Video Representation Learning by Pace Prediction
Self-supervised Video Representation Learning by Pace Prediction
Jiangliu Wang
Jianbo Jiao
Yunhui Liu
SSLAI4TS
84
237
0
13 Aug 2020
What Should Not Be Contrastive in Contrastive Learning
What Should Not Be Contrastive in Contrastive Learning
Tete Xiao
Xiaolong Wang
Alexei A. Efros
Trevor Darrell
SSLDRL
116
303
0
13 Aug 2020
Unsupervised Deep Metric Learning with Transformed Attention Consistency
  and Contrastive Clustering Loss
Unsupervised Deep Metric Learning with Transformed Attention Consistency and Contrastive Clustering Loss
Yongqian Li
Shichao Kan
Zhihai He
SSL
62
24
0
10 Aug 2020
Unsupervised Feature Learning by Cross-Level Instance-Group
  Discrimination
Unsupervised Feature Learning by Cross-Level Instance-Group Discrimination
Xudong Wang
Ziwei Liu
Stella X. Yu
SSL
72
76
0
09 Aug 2020
Spatiotemporal Contrastive Video Representation Learning
Spatiotemporal Contrastive Video Representation Learning
Rui Qian
Tianjian Meng
Boqing Gong
Ming-Hsuan Yang
Haoran Wang
Serge J. Belongie
Huayu Chen
SSLAI4TS
144
502
0
09 Aug 2020
Metric Learning vs Classification for Disentangled Music Representation
  Learning
Metric Learning vs Classification for Disentangled Music Representation Learning
Jongpil Lee
Nicholas J. Bryan
Justin Salamon
Zeyu Jin
Juhan Nam
DMLDRL
43
32
0
09 Aug 2020
Deep Robust Clustering by Contrastive Learning
Deep Robust Clustering by Contrastive Learning
Huasong Zhong
C. L. Philip Chen
Zhongming Jin
Xiansheng Hua
OOD
64
65
0
07 Aug 2020
Self-supervised Video Representation Learning Using Inter-intra
  Contrastive Framework
Self-supervised Video Representation Learning Using Inter-intra Contrastive Framework
Li Tao
Xueting Wang
T. Yamasaki
SSL
85
106
0
06 Aug 2020
Self-supervised Temporal Discriminative Learning for Video
  Representation Learning
Self-supervised Temporal Discriminative Learning for Video Representation Learning
Jinpeng Wang
Yiqi Lin
A. J. Ma
Pong C. Yuen
TTA
73
11
0
05 Aug 2020
Data Cleansing with Contrastive Learning for Vocal Note Event
  Annotations
Data Cleansing with Contrastive Learning for Vocal Note Event Annotations
Gabriel Meseguer-Brocal
Rachel M. Bittner
Simon Durand
B. Brost
94
6
0
05 Aug 2020
Learning Visual Representations with Caption Annotations
Learning Visual Representations with Caption Annotations
Mert Bulent Sariyildiz
J. Perez
Diane Larlus
VLMSSL
119
162
0
04 Aug 2020
Temporal Context Aggregation for Video Retrieval with Contrastive
  Learning
Temporal Context Aggregation for Video Retrieval with Contrastive Learning
Jie Shao
Xin Wen
Bingchen Zhao
Xiangyang Xue
AI4TS
93
4
0
04 Aug 2020
Unsupervised 3D Learning for Shape Analysis via Multiresolution Instance
  Discrimination
Unsupervised 3D Learning for Shape Analysis via Multiresolution Instance Discrimination
Peng-Shuai Wang
Yuqi Yang
Qian-Fang Zou
Zhirong Wu
Yang Liu
Xin Tong
3DPC
76
52
0
03 Aug 2020
Memory-augmented Dense Predictive Coding for Video Representation
  Learning
Memory-augmented Dense Predictive Coding for Video Representation Learning
Tengda Han
Weidi Xie
Andrew Zisserman
SSL
117
242
0
03 Aug 2020
SeCo: Exploring Sequence Supervision for Unsupervised Representation
  Learning
SeCo: Exploring Sequence Supervision for Unsupervised Representation Learning
Ting Yao
Yiheng Zhang
Zhaofan Qiu
Yingwei Pan
Tao Mei
DRL
132
110
0
03 Aug 2020
Distilling Visual Priors from Self-Supervised Learning
Distilling Visual Priors from Self-Supervised Learning
Bingchen Zhao
Xin Wen
SSL
56
16
0
01 Aug 2020
Augmented Skeleton Based Contrastive Action Learning with Momentum LSTM
  for Unsupervised Action Recognition
Augmented Skeleton Based Contrastive Action Learning with Momentum LSTM for Unsupervised Action Recognition
Haocong Rao
Shihao Xu
Xiping Hu
Jun Cheng
Bin Hu
106
195
0
01 Aug 2020
On Learning Universal Representations Across Languages
On Learning Universal Representations Across Languages
Xiangpeng Wei
Rongxiang Weng
Yue Hu
Luxi Xing
Heng Yu
Weihua Luo
SSLVLM
99
87
0
31 Jul 2020
Contrastive Learning for Unpaired Image-to-Image Translation
Contrastive Learning for Unpaired Image-to-Image Translation
Taesung Park
Alexei A. Efros
Richard Y. Zhang
Jun-Yan Zhu
SSL
143
1,245
0
30 Jul 2020
What My Motion tells me about Your Pose: A Self-Supervised Monocular 3D
  Vehicle Detector
What My Motion tells me about Your Pose: A Self-Supervised Monocular 3D Vehicle Detector
Cédric Picron
Punarjay Chakravarty
Tom Roussel
Tinne Tuytelaars
36
0
0
29 Jul 2020
Demystifying Contrastive Self-Supervised Learning: Invariances,
  Augmentations and Dataset Biases
Demystifying Contrastive Self-Supervised Learning: Invariances, Augmentations and Dataset Biases
Senthil Purushwalkam
Abhinav Gupta
SSL
100
219
0
28 Jul 2020
K-Shot Contrastive Learning of Visual Features with Multiple Instance
  Augmentations
K-Shot Contrastive Learning of Visual Features with Multiple Instance Augmentations
Haohang Xu
H. Xiong
Guo-Jun Qi
VLM
78
6
0
27 Jul 2020
Contrastive Visual-Linguistic Pretraining
Contrastive Visual-Linguistic Pretraining
Lei Shi
Kai Shuang
Shijie Geng
Peng Su
Zhengkai Jiang
Peng Gao
Zuohui Fu
Gerard de Melo
Sen Su
VLMSSLCLIP
105
29
0
26 Jul 2020
Hard negative examples are hard, but useful
Hard negative examples are hard, but useful
Hong Xuan
Abby Stylianou
Xiaotong Liu
Robert Pless
DML
105
129
0
24 Jul 2020
Reliable Label Bootstrapping for Semi-Supervised Learning
Reliable Label Bootstrapping for Semi-Supervised Learning
Paul Albert
Diego Ortego
Eric Arazo
Noel E. O'Connor
Kevin McGuinness
SSL
73
5
0
23 Jul 2020
CrossTransformers: spatially-aware few-shot transfer
CrossTransformers: spatially-aware few-shot transfer
Carl Doersch
Ankush Gupta
Andrew Zisserman
ViT
294
338
0
22 Jul 2020
Self-supervised Feature Learning via Exploiting Multi-modal Data for
  Retinal Disease Diagnosis
Self-supervised Feature Learning via Exploiting Multi-modal Data for Retinal Disease Diagnosis
Xiaomeng Li
M. Jia
Md Tauhidul Islam
Lequan Yu
Lei Xing
78
110
0
21 Jul 2020
PointContrast: Unsupervised Pre-training for 3D Point Cloud
  Understanding
PointContrast: Unsupervised Pre-training for 3D Point Cloud Understanding
Saining Xie
Jiatao Gu
Demi Guo
C. Qi
Leonidas Guibas
Or Litany
3DPC
242
647
0
21 Jul 2020
Joint Visual and Temporal Consistency for Unsupervised Domain Adaptive
  Person Re-Identification
Joint Visual and Temporal Consistency for Unsupervised Domain Adaptive Person Re-Identification
Jianing Li
Shiliang Zhang
94
140
0
21 Jul 2020
Hierarchical Contrastive Motion Learning for Video Action Recognition
Hierarchical Contrastive Motion Learning for Video Action Recognition
Xitong Yang
Xiaodong Yang
Sifei Liu
Deqing Sun
L. Davis
Jan Kautz
SSL
108
13
0
20 Jul 2020
Self-Supervision with Superpixels: Training Few-shot Medical Image
  Segmentation without Annotation
Self-Supervision with Superpixels: Training Few-shot Medical Image Segmentation without Annotation
Cheng Ouyang
C. Biffi
Chen Chen
Turkay Kart
Huaqi Qiu
Daniel Rueckert
104
210
0
20 Jul 2020
Self-similarity Student for Partial Label Histopathology Image
  Segmentation
Self-similarity Student for Partial Label Histopathology Image Segmentation
Hsien-Tzu Cheng
Chun-Fu Yeh
Po-Chen Kuo
Andy Wei
Keng-Chi Liu
Mong-Chi Ko
Kuan-Hua Chao
Yu-Ching Peng
Tyng-Luh Liu
120
20
0
19 Jul 2020
Mapping in a cycle: Sinkhorn regularized unsupervised learning for point
  cloud shapes
Mapping in a cycle: Sinkhorn regularized unsupervised learning for point cloud shapes
Lei Yang
Wenxi Liu
Zhiming Cui
Nenglun Chen
Wenping Wang
3DPC
37
16
0
19 Jul 2020
MIXÉM: Unsupervised Image Classification using a Mixture of Embeddings
MIXÉM: Unsupervised Image Classification using a Mixture of Embeddings
Ali Varamesh
Tinne Tuytelaars
VLM
54
4
0
18 Jul 2020
Learning from Extrinsic and Intrinsic Supervisions for Domain
  Generalization
Learning from Extrinsic and Intrinsic Supervisions for Domain Generalization
Shujun Wang
Lequan Yu
Caizi Li
Chi-Wing Fu
Pheng-Ann Heng
OOD
87
195
0
18 Jul 2020
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