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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

SSL

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

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Title
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Rethinking Generalization in Few-Shot Classification Markus Hiller Rongkai Ma Mehrtash Harandi Tom Drummond OCL VLM 112 57 0 15 Jun 2022
ClamNet: Using contrastive learning with variable depth Unets for medical image segmentation Samayan Bhattacharya Sk Shahnawaz Avigyan Bhattacharya 29 1 0 10 Jun 2022
An Empirical Study on Disentanglement of Negative-free Contrastive Learning Jinkun Cao Ruiqian Nai Qing Yang Jialei Huang Yang Gao CoGe DRL 61 10 0 09 Jun 2022
Beyond Just Vision: A Review on Self-Supervised Representation Learning on Multimodal and Temporal Data Shohreh Deldari Hao Xue Aaqib Saeed Jiayuan He Daniel V. Smith Flora D. Salim AI4TS 65 37 0 06 Jun 2022
DeepCluE: Enhanced Image Clustering via Multi-layer Ensembles in Deep Neural Networks Dong Huang Ding Chen Xiang Chen Changdong Wang Jianhuang Lai 66 4 0 01 Jun 2022
A Closer Look at Self-Supervised Lightweight Vision Transformers Shaoru Wang Jin Gao Zeming Li Jian Sun Weiming Hu ViT 148 45 0 28 May 2022
Data Generation for Satellite Image Classification Using Self-Supervised Representation Learning S. Gulyanon W. Limprasert Pokpong Songmuang R. Kongkachandra SSL 28 2 0 28 May 2022
Object-wise Masked Autoencoders for Fast Pre-training Jiantao Wu Shentong Mo ViT OCL 75 15 0 28 May 2022
Contrastive Learning Rivals Masked Image Modeling in Fine-tuning via Feature Distillation Yixuan Wei Han Hu Zhenda Xie Zheng Zhang Yue Cao Jianmin Bao Dong Chen B. Guo CLIP 158 128 0 27 May 2022
Image Harmonization with Region-wise Contrastive Learning Jing Liang Chi-Man Pun 57 4 0 27 May 2022
Combining Contrastive and Supervised Learning for Video Super-Resolution Detection Viacheslav Meshchaninov Ivan Molodetskikh D. Vatolin 44 0 0 20 May 2022
Data Augmentation for Compositional Data: Advancing Predictive Models of the Microbiome E. Gordon-Rodríguez Thomas P. Quinn John P. Cunningham 93 7 0 20 May 2022
MINI: Mining Implicit Novel Instances for Few-Shot Object Detection Yuhang Cao Jiaqi Wang Yiqi Lin Dahua Lin ObjD 85 5 0 06 May 2022
Mapping the landscape of histomorphological cancer phenotypes using self-supervised learning on unlabeled, unannotated pathology slides A. Quiros N. Coudray A. Yeaton Xinyu Yang Bojing Liu ... H. Pass A. Moreira J. L. Quesne A. Tsirigos Ke-Fei Yuan SSL 94 5 0 04 May 2022
Sound Localization by Self-Supervised Time Delay Estimation Ziyang Chen David Fouhey Andrew Owens SSL 89 19 0 26 Apr 2022
Context-Aware Sequence Alignment using 4D Skeletal Augmentation Taein Kwon Bugra Tekin Siyu Tang Marc Pollefeys 74 14 0 26 Apr 2022
Empirical Evaluation and Theoretical Analysis for Representation Learning: A Survey Kento Nozawa Issei Sato AI4TS 134 5 0 18 Apr 2022
Sensitivity of sparse codes to image distortions Kyle L. Luther H. S. Seung 26 2 0 15 Apr 2022
Masked Siamese Networks for Label-Efficient Learning Mahmoud Assran Mathilde Caron Ishan Misra Piotr Bojanowski Florian Bordes Pascal Vincent Armand Joulin Michael G. Rabbat Nicolas Ballas SSL 122 324 0 14 Apr 2022
Robust Cross-Modal Representation Learning with Progressive Self-Distillation A. Andonian Shixing Chen Raffay Hamid VLM 99 57 0 10 Apr 2022
Self-Labeling Refinement for Robust Representation Learning with Bootstrap Your Own Latent Siddhant Garg Dhruval Jain SSL 131 0 0 09 Apr 2022
$Con$^{2}$DA: Simplifying Semi-supervised Domain Adaptation by Learning Consistent and Contrastive Feature Representations$ Con $^{2}$ DA: Simplifying Semi-supervised Domain Adaptation by Learning Consistent and Contrastive Feature Representations M. Pérez-Carrasco P. Protopapas Guillermo Cabrera-Vives 61 7 0 04 Apr 2022
Weakly Supervised Regional and Temporal Learning for Facial Action Unit Recognition Jingwei Yan Jingjing Wang Qiang Li Chunmao Wang Shiliang Pu CVBM 22 6 0 01 Apr 2022
Exploring Intra- and Inter-Video Relation for Surgical Semantic Scene Segmentation Yueming Jin Yang Yu Cheng Chen Zixu Zhao Pheng-Ann Heng Danail Stoyanov 79 40 0 29 Mar 2022
Iterative, Deep Synthetic Aperture Sonar Image Segmentation Yun Sun Isaac D. Gerg V. Monga 33 11 0 28 Mar 2022
AnoViT: Unsupervised Anomaly Detection and Localization with Vision Transformer-based Encoder-Decoder Yunseung Lee Pilsung Kang ViT 85 77 0 21 Mar 2022
Object discovery and representation networks Olivier J. Hénaff Skanda Koppula Evan Shelhamer Daniel Zoran Andrew Jaegle Andrew Zisserman João Carreira Relja Arandjelović 106 89 0 16 Mar 2022
X-Learner: Learning Cross Sources and Tasks for Universal Visual Representation Yinan He Gengshi Huang Siyu Chen Jianing Teng Wang Kun Zhen-fei Yin Lu Sheng Ziwei Liu Yu Qiao Jing Shao VLM SSL ViT 107 7 0 16 Mar 2022
Manifold Modeling in Quotient Space: Learning An Invariant Mapping with Decodability of Image Patches Tatsuya Yokota H. Hontani 33 2 0 10 Mar 2022
PACTran: PAC-Bayesian Metrics for Estimating the Transferability of Pretrained Models to Classification Tasks Nan Ding Xi Chen Tomer Levinboim Soravit Changpinyo Radu Soricut 79 29 0 10 Mar 2022
Understanding Contrastive Learning Requires Incorporating Inductive Biases Nikunj Saunshi Jordan T. Ash Surbhi Goel Dipendra Kumar Misra Cyril Zhang Sanjeev Arora Sham Kakade A. Krishnamurthy SSL 95 113 0 28 Feb 2022
Offline Text-Independent Writer Identification based on word level data Vineet Kumar Suresh Sundaram 47 9 0 21 Feb 2022
Vision Models Are More Robust And Fair When Pretrained On Uncurated Images Without Supervision Priya Goyal Quentin Duval Isaac Seessel Mathilde Caron Ishan Misra Levent Sagun Armand Joulin Piotr Bojanowski VLM SSL 126 111 0 16 Feb 2022
COLA: COarse LAbel pre-training for 3D semantic segmentation of sparse LiDAR datasets Jules Sanchez Jean-Emmanuel Deschaud Franccois Goulette 3DPC 86 7 0 14 Feb 2022
Point-Level Region Contrast for Object Detection Pre-Training Yutong Bai Xinlei Chen Alexander Kirillov Alan Yuille Alexander C. Berg 3DPC 82 51 0 09 Feb 2022
TransformNet: Self-supervised representation learning through predicting geometric transformations S. Hashim Muhammad Ali SSL 3DPC OOD 11 4 0 08 Feb 2022
Results and findings of the 2021 Image Similarity Challenge Zoe Papakipos Giorgos Tolias Tomás Jenícek Ed Pizzi Shuhei Yokoo ... Sanjay V. Addicam S. M. Papadakis Cristian Canton Ferrer Ondřej Chum Matthijs Douze 86 14 0 08 Feb 2022
Context Autoencoder for Self-Supervised Representation Learning Xiaokang Chen Mingyu Ding Xiaodi Wang Ying Xin Shentong Mo Yunhao Wang Shumin Han Ping Luo Gang Zeng Jingdong Wang SSL 157 400 0 07 Feb 2022
Training Vision Transformers with Only 2040 Images Yunhao Cao Hao Yu Jianxin Wu ViT 176 44 0 26 Jan 2022
Self-supervised Learning from 100 Million Medical Images Florin-Cristian Ghesu Bogdan Georgescu Awais Mansoor Y. Yoo Dominik Neumann ... R. Vishwanath J. Balter Yue Cao Sasa Grbic Dorin Comaniciu SSL 109 51 0 04 Jan 2022
Continually Learning Self-Supervised Representations with Projected Functional Regularization Alex Gomez-Villa Bartlomiej Twardowski Lu Yu Andrew D. Bagdanov Joost van de Weijer CLL SSL 70 40 0 30 Dec 2021
Barely-Supervised Learning: Semi-Supervised Learning with very few labeled images Thomas Lucas Philippe Weinzaepfel Grégory Rogez SSL 72 30 0 22 Dec 2021
Are Large-scale Datasets Necessary for Self-Supervised Pre-training? Alaaeldin El-Nouby Gautier Izacard Hugo Touvron Ivan Laptev Hervé Jégou Edouard Grave SSL 106 152 0 20 Dec 2021
Contrastive Attention Network with Dense Field Estimation for Face Completion Xin Ma Xiaoqiang Zhou Huaibo Huang Gengyun Jia Z. Chai Xiaolin K. Wei 3DH CVBM 59 17 0 20 Dec 2021
Local contrastive loss with pseudo-label based self-training for semi-supervised medical image segmentation K. Chaitanya Ertunc Erdil Neerav Karani E. Konukoglu SSL 83 132 0 17 Dec 2021
Learning Representations with Contrastive Self-Supervised Learning for Histopathology Applications Karin Stacke Jonas Unger Claes Lundström Gabriel Eilertsen OOD SSL 102 25 0 10 Dec 2021
Contextualized Spatio-Temporal Contrastive Learning with Self-Supervision Liangzhe Yuan Rui Qian Huayu Chen Boqing Gong Florian Schroff Ming-Hsuan Yang Hartwig Adam Ting Liu AI4TS 105 16 0 09 Dec 2021