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Discriminative Unsupervised Feature Learning with Exemplar Convolutional Neural Networks

26 June 2014

Alexey Dosovitskiy

Philipp Fischer

Jost Tobias Springenberg

Martin Riedmiller

Thomas Brox

OOD

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Papers citing "Discriminative Unsupervised Feature Learning with Exemplar Convolutional Neural Networks"

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Domain Adaptation for Semantic Segmentation via Patch-Wise Contrastive Learning Weizhe Liu David Ferstl S. Schulter L. Zebedin Pascal Fua C. Leistner 164 38 0 22 Apr 2021
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Solving Inefficiency of Self-supervised Representation Learning Guangrun Wang Keze Wang Guangcong Wang Philip Torr Liang Lin SSL 76 58 0 18 Apr 2021
Pareto Self-Supervised Training for Few-Shot Learning Zhengyu Chen Jixie Ge Heshen Zhan Siteng Huang Donglin Wang 88 119 0 16 Apr 2021
Can Differential Privacy Practically Protect Collaborative Deep Learning Inference for the Internet of Things? Jihyeon Ryu Yifeng Zheng Yansong Gao A. Abuadbba Junyaup Kim Dongho Won Surya Nepal Hyoungshick Kim Cong Wang 36 13 0 08 Apr 2021
SiT: Self-supervised vIsion Transformer Sara Atito Ali Ahmed Muhammad Awais J. Kittler ViT 107 139 0 08 Apr 2021
Weakly supervised segmentation with cross-modality equivariant constraints Gaurav Patel Jose Dolz SSL 90 49 0 06 Apr 2021
Unsupervised Degradation Representation Learning for Blind Super-Resolution Longguang Wang Yingqian Wang Xiaoyu Dong Qingyu Xu Jungang Yang W. An Yulan Guo 73 320 0 01 Apr 2021
Jigsaw Clustering for Unsupervised Visual Representation Learning Pengguang Chen Shu Liu Jiaya Jia SSL VLM 85 55 0 01 Apr 2021
Prototypical Cross-domain Self-supervised Learning for Few-shot Unsupervised Domain Adaptation Xiangyu Yue Zangwei Zheng Shanghang Zhang Yang Gao Trevor Darrell Kurt Keutzer Alberto L. Sangiovanni-Vincentelli 106 152 0 31 Mar 2021
Denoise and Contrast for Category Agnostic Shape Completion A. Alliegro D. Valsesia Giulia Fracastoro E. Magli Tatiana Tommasi 3DPC 126 34 0 30 Mar 2021
Broaden Your Views for Self-Supervised Video Learning Adrià Recasens Pauline Luc Jean-Baptiste Alayrac Luyu Wang Ross Hemsley ... Florent Altché M. Valko Jean-Bastien Grill Aaron van den Oord Andrew Zisserman SSL AI4TS 131 128 0 30 Mar 2021
Is Image-to-Image Translation the Panacea for Multimodal Image Registration? A Comparative Study Jiahao Lu Johan Öfverstedt Joakim Lindblad Natavsa Sladoje MedIm 97 22 0 30 Mar 2021
6-DoF Contrastive Grasp Proposal Network Xinghao Zhu Lingfeng Sun Yongxiang Fan Masayoshi Tomizuka 77 27 0 29 Mar 2021
Robust Audio-Visual Instance Discrimination Pedro Morgado Ishan Misra Nuno Vasconcelos SSL 112 110 0 29 Mar 2021
Self-Supervised Training Enhances Online Continual Learning Jhair Gallardo Tyler L. Hayes Christopher Kanan CLL 101 68 0 25 Mar 2021
Supporting Clustering with Contrastive Learning Dejiao Zhang Feng Nan Xiaokai Wei Shang-Wen Li Henghui Zhu Kathleen McKeown Ramesh Nallapati Andrew O. Arnold Bing Xiang SSL 106 202 0 24 Mar 2021
Region Similarity Representation Learning Tete Xiao Colorado Reed Xiaolong Wang Kurt Keutzer Trevor Darrell VLM SSL 101 118 0 24 Mar 2021
Characterizing and Improving the Robustness of Self-Supervised Learning through Background Augmentations Chaitanya K. Ryali D. Schwab Ari S. Morcos SSL 85 9 0 23 Mar 2021
Efficient Visual Pretraining with Contrastive Detection Olivier J. Hénaff Skanda Koppula Jean-Baptiste Alayrac Aaron van den Oord Oriol Vinyals João Carreira VLM SSL 74 166 0 19 Mar 2021
For Manifold Learning, Deep Neural Networks can be Locality Sensitive Hash Functions Nishanth Dikkala Gal Kaplun Rina Panigrahy 48 7 0 11 Mar 2021
Repurposing GANs for One-shot Semantic Part Segmentation Nontawat Tritrong Pitchaporn Rewatbowornwong Supasorn Suwajanakorn 111 109 0 07 Mar 2021
Self-supervised Auxiliary Learning for Graph Neural Networks via Meta-Learning Dasol Hwang Jinyoung Park Sunyoung Kwon KyungHyun Kim Jung-Woo Ha Hyunwoo J. Kim OOD SSL 69 8 0 01 Mar 2021
A Survey on Deep Semi-supervised Learning Xiangli Yang Zixing Song Irwin King Zenglin Xu 110 593 0 28 Feb 2021
Understanding Negative Samples in Instance Discriminative Self-supervised Representation Learning Kento Nozawa Issei Sato SSL 132 46 0 13 Feb 2021
DetCo: Unsupervised Contrastive Learning for Object Detection Enze Xie Jian Ding Wenhai Wang Xiaohang Zhan Hang Xu Peize Sun Zhenguo Li Ping Luo 82 324 0 09 Feb 2021
Semi-Supervised Action Recognition with Temporal Contrastive Learning Ankit Singh Omprakash Chakraborty Ashutosh Varshney Yikang Shen Rogerio Feris Kate Saenko Abir Das 82 99 0 04 Feb 2021
Exploring Cross-Image Pixel Contrast for Semantic Segmentation Wenguan Wang Tianfei Zhou Feng Yu Jifeng Dai E. Konukoglu Luc Van Gool 198 483 0 28 Jan 2021
Online Adversarial Purification based on Self-Supervision Changhao Shi Chester Holtz Zhengchao Wan AAML 74 57 0 23 Jan 2021
Momentum^2 Teacher: Momentum Teacher with Momentum Statistics for Self-Supervised Learning Zeming Li Songtao Liu Jian Sun 110 16 0 19 Jan 2021
Millimeter Wave Sensing: A Review of Application Pipelines and Building Blocks Bram van Berlo Amany Elkelany T. Ozcelebi N. Meratnia 33 45 0 26 Dec 2020
OBoW: Online Bag-of-Visual-Words Generation for Self-Supervised Learning Spyros Gidaris Andrei Bursuc Gilles Puy N. Komodakis Matthieu Cord P. Pérez SSL 98 71 0 21 Dec 2020
Contrastive Learning for Label-Efficient Semantic Segmentation Xiangyu Zhao Raviteja Vemulapalli Philip Mansfield Boqing Gong Bradley Green Lior Shapira Ying Nian Wu SSL SSeg 179 177 0 13 Dec 2020
The Lottery Tickets Hypothesis for Supervised and Self-supervised Pre-training in Computer Vision Models Tianlong Chen Jonathan Frankle Shiyu Chang Sijia Liu Yang Zhang Michael Carbin Zhangyang Wang 95 123 0 12 Dec 2020
Practical No-box Adversarial Attacks against DNNs Qizhang Li Yiwen Guo Hao Chen AAML 75 59 0 04 Dec 2020
About contrastive unsupervised representation learning for classification and its convergence Ibrahim Merad Yiyang Yu Emmanuel Bacry Stéphane Gaïffas SSL 60 1 0 02 Dec 2020
Towards Good Practices in Self-supervised Representation Learning Srikar Appalaraju Yi Zhu Yusheng Xie István Fehérvári SSL 69 21 0 01 Dec 2020
Self supervised contrastive learning for digital histopathology Ozan Ciga Tony Xu Anne L. Martel SSL 165 318 0 27 Nov 2020
Ranking Neural Checkpoints Yandong Li Xuhui Jia Ruoxin Sang Yukun Zhu Bradley Green Liqiang Wang Boqing Gong FedML ELM UQCV 109 49 0 23 Nov 2020
Learning Object-Centric Video Models by Contrasting Sets Sindy Löwe Klaus Greff Rico Jonschkowski Alexey Dosovitskiy Thomas Kipf SSL OCL 72 24 0 20 Nov 2020
Hybrid Consistency Training with Prototype Adaptation for Few-Shot Learning Meng Ye Xiaoyu Lin Giedrius Burachas Ajay Divakaran Yi Yao 110 3 0 19 Nov 2020
Propagate Yourself: Exploring Pixel-Level Consistency for Unsupervised Visual Representation Learning Zhenda Xie Yutong Lin Zheng Zhang Yue Cao Stephen Lin Han Hu SSL 120 415 0 19 Nov 2020
Heterogeneous Contrastive Learning: Encoding Spatial Information for Compact Visual Representations Xinyue Huo Lingxi Xie Longhui Wei Xiaopeng Zhang Hao Li Zijie Yang Wen-gang Zhou Houqiang Li Qi Tian SSL 66 13 0 19 Nov 2020
Self-supervised Document Clustering Based on BERT with Data Augment Haoxiang Shi Cen Wang SSL 50 8 0 17 Nov 2020
Image Clustering using an Augmented Generative Adversarial Network and Information Maximization Foivos Ntelemis Yaochu Jin S. Thomas GAN 73 13 0 08 Nov 2020
Intriguing Properties of Contrastive Losses Ting Chen Calvin Luo Lala Li 81 177 0 05 Nov 2020
Patch2Self: Denoising Diffusion MRI with Self-Supervised Learning S. Fadnavis Joshua D. Batson Eleftherios Garyfallidis DiffM 85 105 0 02 Nov 2020
Teaching a GAN What Not to Learn Siddarth Asokan C. Seelamantula GAN 67 19 0 29 Oct 2020
CompRess: Self-Supervised Learning by Compressing Representations Soroush Abbasi Koohpayegani Ajinkya Tejankar Hamed Pirsiavash SSL 82 92 0 28 Oct 2020
Robust Pre-Training by Adversarial Contrastive Learning Ziyu Jiang Tianlong Chen Ting-Li Chen Zhangyang Wang 108 234 0 26 Oct 2020