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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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General Facial Representation Learning in a Visual-Linguistic Manner Yinglin Zheng Hao Yang Ting Zhang Jianmin Bao Dongdong Chen Yangyu Huang Lu Yuan Dong Chen Ming Zeng Fang Wen CVBM 203 175 0 06 Dec 2021
Joint Learning of Localized Representations from Medical Images and Reports Philipp Muller Georgios Kaissis Cong Zou Daniel Munich 204 86 0 06 Dec 2021
Self-supervised Video Transformer Kanchana Ranasinghe Muzammal Naseer Salman Khan Fahad Shahbaz Khan Michael S. Ryoo ViT 130 88 0 02 Dec 2021
Extract Free Dense Labels from CLIP Chong Zhou Chen Change Loy Bo Dai VLM CLIP 186 482 0 02 Dec 2021
GANORCON: Are Generative Models Useful for Few-shot Segmentation? Oindrila Saha Zezhou Cheng Subhransu Maji 91 17 0 01 Dec 2021
PreViTS: Contrastive Pretraining with Video Tracking Supervision Brian Chen Ramprasaath R. Selvaraju Shih-Fu Chang Juan Carlos Niebles Nikhil Naik ViT 64 2 0 01 Dec 2021
Affect-DML: Context-Aware One-Shot Recognition of Human Affect using Deep Metric Learning Kunyu Peng Alina Roitberg David Schneider Marios Koulakis Kailun Yang Rainer Stiefelhagen CVBM 72 3 0 30 Nov 2021
PeCo: Perceptual Codebook for BERT Pre-training of Vision Transformers Xiaoyi Dong Jianmin Bao Ting Zhang Dongdong Chen Weiming Zhang Lu Yuan Dong Chen Fang Wen Nenghai Yu Baining Guo ViT 148 245 0 24 Nov 2021
SimMIM: A Simple Framework for Masked Image Modeling Zhenda Xie Zheng Zhang Yue Cao Yutong Lin Jianmin Bao Zhuliang Yao Qi Dai Han Hu 231 1,368 0 18 Nov 2021
Image Quality Assessment using Contrastive Learning Pavan C. Madhusudana Neil Birkbeck Yilin Wang Balu Adsumilli A. Bovik SSL 55 168 0 25 Oct 2021
Constrained Mean Shift for Representation Learning Ajinkya Tejankar Soroush Abbasi Koohpayegani Hamed Pirsiavash SSL 49 0 0 19 Oct 2021
Digging Into Self-Supervised Learning of Feature Descriptors Iaroslav Melekhov Zakaria Laskar Xiaotian Li Shuzhe Wang Arno Solin SSL 90 8 0 10 Oct 2021
The Power of Contrast for Feature Learning: A Theoretical Analysis Wenlong Ji Zhun Deng Ryumei Nakada James Zou Linjun Zhang SSL 130 53 0 06 Oct 2021
Implicit and Explicit Attention for Zero-Shot Learning Faisal Alamri Anjan Dutta 133 7 0 02 Oct 2021
Cluster Analysis with Deep Embeddings and Contrastive Learning Ramakrishnan Sundareswaran Jansel Herrera-Gerena John Just Ali Janessari SSL DRL 61 4 0 26 Sep 2021
Multi-source Few-shot Domain Adaptation Xiangyu Yue Zangwei Zheng Colorado Reed Hari Prasanna Das Kurt Keutzer Alberto L. Sangiovanni-Vincentelli 102 12 0 25 Sep 2021
CONTaiNER: Few-Shot Named Entity Recognition via Contrastive Learning Sarkar Snigdha Sarathi Das Arzoo Katiyar R. Passonneau Rui Zhang 83 147 0 15 Sep 2021
DRo: A data-scarce mechanism to revolutionize the performance of Deep Learning based Security Systems Mohit Sewak S. K. Sahay Hemant Rathore 71 5 0 12 Sep 2021
LibFewShot: A Comprehensive Library for Few-shot Learning Wenbin Li Ziyi Ziyi Wang Xuesong Yang C. Dong ... Jing Huo Yinghuan Shi Lei Wang Yang Gao Jiebo Luo VLM 179 69 0 10 Sep 2021
Unsupervised Local Discrimination for Medical Images Huai Chen Renzhen Wang Xiuying Wang Jieyu Li Qu Fang Hui Li Jianhao Bai Qing Peng Deyu Meng Lisheng Wang SSL 47 7 0 21 Aug 2021
Self-supervised Contrastive Learning of Multi-view Facial Expressions Shuvendu Roy Ali Etemad 86 38 0 15 Aug 2021
Focus on the Positives: Self-Supervised Learning for Biodiversity Monitoring Omiros Pantazis Gabriel J. Brostow Kate E. Jones Oisin Mac Aodha SSL 61 30 0 14 Aug 2021
Trash to Treasure: Harvesting OOD Data with Cross-Modal Matching for Open-Set Semi-Supervised Learning Junkai Huang Chaowei Fang Weikai Chen Z. Chai Xiaolin K. Wei Pengxu Wei Liang Lin Guanbin Li OODD 83 66 0 12 Aug 2021
Spatiotemporal Contrastive Learning of Facial Expressions in Videos Shuvendu Roy Ali Etemad 108 17 0 06 Aug 2021
Generic Neural Architecture Search via Regression Yuhong Li Cong Hao Pan Li Jinjun Xiong Deming Chen 116 30 0 04 Aug 2021
Self-Supervised Regional and Temporal Auxiliary Tasks for Facial Action Unit Recognition Jingwei Yan Jingjing Wang Qiang Li Chunmao Wang Shiliang Pu ViT CVBM 15 10 0 30 Jul 2021
Self-Paced Contrastive Learning for Semi-supervised Medical Image Segmentation with Meta-labels Jizong Peng Ping Wang Chrisitian Desrosiers M. Pedersoli SSL 89 65 0 29 Jul 2021
The Impact of Negative Sampling on Contrastive Structured World Models Ondrej Biza Elise van der Pol Thomas Kipf DRL OffRL 60 2 0 24 Jul 2021
Clustering by Maximizing Mutual Information Across Views Kien Do T. Tran Svetha Venkatesh VLM SSL 53 37 0 24 Jul 2021
Trip-ROMA: Self-Supervised Learning with Triplets and Random Mappings Wenbin Li Xuesong Yang Meihao Kong Lei Wang Jing Huo Yang Gao Jiebo Luo 52 0 0 22 Jul 2021
Towards Unsupervised Domain Generalization Xingxuan Zhang Linjun Zhou Renzhe Xu Peng Cui Zheyan Shen Haoxin Liu OOD AI4CE 95 51 0 13 Jul 2021
Magnification-independent Histopathological Image Classification with Similarity-based Multi-scale Embeddings Yibao Sun Xingru Huang Yaqi Wang Huiyu Zhou Qianni Zhang 50 4 0 02 Jul 2021
Fair Visual Recognition in Limited Data Regime using Self-Supervision and Self-Distillation Pratik Mazumder Pravendra Singh Vinay P. Namboodiri SSL 43 2 0 30 Jun 2021
Zoo-Tuning: Adaptive Transfer from a Zoo of Models Yang Shu Zhi Kou Zhangjie Cao Jianmin Wang Mingsheng Long 69 44 0 29 Jun 2021
A CNN Segmentation-Based Approach to Object Detection and Tracking in Ultrasound Scans with Application to the Vagus Nerve Detection Abdullah F. Al-Battal Yan Gong Lu Xu T. Morton Chen Du Yifeng Bu I. Lerman R. Madhavan Truong Thao Nguyen 21 9 0 25 Jun 2021
SRPN: similarity-based region proposal networks for nuclei and cells detection in histology images Yibao Sun Xingru Huang Huiyu Zhou Qianni Zhang 73 33 0 25 Jun 2021
SODA10M: A Large-Scale 2D Self/Semi-Supervised Object Detection Dataset for Autonomous Driving Jianhua Han Xiwen Liang Hang Xu Kai Chen Lanqing Hong ... Chao Ye Wei Zhang Zhenguo Li Xi Liang Chunjing Xu 61 79 0 21 Jun 2021
Cross-Modal Attention Consistency for Video-Audio Unsupervised Learning Shaobo Min Qi Dai Hongtao Xie Chuang Gan Yongdong Zhang Jingdong Wang SSL 51 7 0 13 Jun 2021
Multi-Dataset Benchmarks for Masked Identification using Contrastive Representation Learning Sachith Seneviratne Nuran Kasthuriaarachchi Sanka Rasnayaka CVBM 65 6 0 10 Jun 2021
Progressive Stage-wise Learning for Unsupervised Feature Representation Enhancement Zefan Li Chenxi Liu Alan Yuille Bingbing Ni Wenjun Zhang Wen Gao SSL 66 5 0 10 Jun 2021
Shifting Transformation Learning for Out-of-Distribution Detection Sina Mohseni Arash Vahdat J. Yadawa OODD 58 9 0 07 Jun 2021
Large-scale Unsupervised Semantic Segmentation Shangqi Gao Zhong-Yu Li Ming-Hsuan Yang Mingg-Ming Cheng Junwei Han Philip Torr UQCV 119 90 0 06 Jun 2021
MoCL: Data-driven Molecular Fingerprint via Knowledge-aware Contrastive Learning from Molecular Graph Mengying Sun Jing Xing Huijun Wang Bin Chen Jiayu Zhou 156 120 0 05 Jun 2021
About Explicit Variance Minimization: Training Neural Networks for Medical Imaging With Limited Data Annotations Dmitrii Shubin Danny Eytan Sebastian D. Goodfellow 48 1 0 28 May 2021
Divide and Contrast: Self-supervised Learning from Uncurated Data Yonglong Tian Olivier J. Hénaff Aaron van den Oord SSL 138 101 0 17 May 2021
Mean Shift for Self-Supervised Learning Soroush Abbasi Koohpayegani Ajinkya Tejankar Hamed Pirsiavash SSL 63 93 0 15 May 2021
ResMLP: Feedforward networks for image classification with data-efficient training Hugo Touvron Piotr Bojanowski Mathilde Caron Matthieu Cord Alaaeldin El-Nouby ... Gautier Izacard Armand Joulin Gabriel Synnaeve Jakob Verbeek Hervé Jégou VLM 82 671 0 07 May 2021
With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations Debidatta Dwibedi Y. Aytar Jonathan Tompson P. Sermanet Andrew Zisserman SSL 265 467 0 29 Apr 2021
Medical Transformer: Universal Brain Encoder for 3D MRI Analysis E. Jun Seungwoo Jeong Da-Woon Heo Heung-Il Suk ViT MedIm 86 43 0 28 Apr 2021
Shot Contrastive Self-Supervised Learning for Scene Boundary Detection Shixing Chen Xiaohan Nie David D. Fan Dongqing Zhang Vimal Bhat Raffay Hamid SSL 77 62 0 28 Apr 2021