v1v2 (latest)

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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Cross-Entropy Is All You Need To Invert the Data Generating Process Patrik Reizinger Alice Bizeul Attila Juhos Julia E. Vogt Randall Balestriero Wieland Brendel David Klindt SSL OOD BDL DRL 225 6 0 29 Oct 2024
CATE Estimation With Potential Outcome Imputation From Local Regression Ahmed Aloui Juncheng Dong Cat P. Le Vahid Tarokh CML 38 2 0 07 Nov 2023
DNA: Denoised Neighborhood Aggregation for Fine-grained Category Discovery Wenbin An Feng Tian Wenkai Shi Yan Chen Qinghua Zheng Qianying Wang Ping Chen 85 5 0 16 Oct 2023
DARTH: Holistic Test-time Adaptation for Multiple Object Tracking Mattia Segu Bernt Schiele Fisher Yu TTA 101 13 0 03 Oct 2023
Balanced Supervised Contrastive Learning for Few-Shot Class-Incremental Learning In-Ug Yoon Taehyean Choi Young-Min Kim Jong-Hwan Kim CLL 70 3 0 26 May 2023
Learning imaging mechanism directly from optical microscopy observations Ze-Hao Wang Long-Kun Shan Tong-Tian Weng Tianrun Chen Qiyuan Wang Xiang-Dong Chen Zhang Wang Guanghsheng Guo Hefei 230088 DiffM 28 1 0 25 Apr 2023
Adaptive Data Augmentation for Contrastive Learning Yu-Hui Zhang He Zhu Shan Yu 78 8 0 05 Apr 2023
Constructive Assimilation: Boosting Contrastive Learning Performance through View Generation Strategies Ligong Han Seung-Jun Han Shivchander Sudalairaj Charlotte Loh Rumen Dangovski ... Pulkit Agrawal Dimitris N. Metaxas Leonid Karlinsky Tsui-Wei Weng Akash Srivastava 98 1 0 02 Apr 2023
Dropout Reduces Underfitting Zhuang Liu Zhi-Qin John Xu Joseph Jin Zhiqiang Shen Trevor Darrell 154 41 0 02 Mar 2023
Layer Grafted Pre-training: Bridging Contrastive Learning And Masked Image Modeling For Label-Efficient Representations Ziyu Jiang Yinpeng Chen Mengchen Liu Dongdong Chen Xiyang Dai Lu Yuan Zicheng Liu Zhangyang Wang SSL VLM CLIP 102 17 0 27 Feb 2023
Find Beauty in the Rare: Contrastive Composition Feature Clustering for Nontrivial Cropping Box Regression Zhiyu Pan Yinpeng Chen Jiale Zhang Hao Lu Zhiguo Cao Weicai Zhong CoGe 52 5 0 17 Feb 2023
Event-guided Multi-patch Network with Self-supervision for Non-uniform Motion Deblurring Hongguang Zhang Limeng Zhang Yuchao Dai Hongdong Li Piotr Koniusz 64 19 0 14 Feb 2023
Bayesian Self-Supervised Contrastive Learning B. Liu Bang-wei Wang Tianrui Li SSL BDL 85 4 0 27 Jan 2023
GH-Feat: Learning Versatile Generative Hierarchical Features from GANs Yinghao Xu Yujun Shen Jiapeng Zhu Ceyuan Yang Bolei Zhou 74 2 0 12 Jan 2023
CLIP2Scene: Towards Label-efficient 3D Scene Understanding by CLIP Runnan Chen Youquan Liu Lingdong Kong Xinge Zhu Yuexin Ma Yikang Li Yuenan Hou Yu Qiao Wenping Wang CLIP 3DPC 116 147 0 12 Jan 2023
Improving Visual Representation Learning through Perceptual Understanding Samyakh Tukra Frederick Hoffman Ken Chatfield 83 5 0 30 Dec 2022
Feature Dropout: Revisiting the Role of Augmentations in Contrastive Learning Alex Tamkin Margalit Glasgow Xiluo He Noah D. Goodman SSL 110 7 0 16 Dec 2022
Establishing a stronger baseline for lightweight contrastive models Wenye Lin Yifeng Ding Zhixiong Cao Haitao Zheng 86 2 0 14 Dec 2022
SEPT: Towards Scalable and Efficient Visual Pre-Training Yiqi Lin Huabin Zheng Huaping Zhong Jinjing Zhu Weijia Li Conghui He Lin Wang 73 2 0 11 Dec 2022
Ladder Siamese Network: a Method and Insights for Multi-level Self-Supervised Learning Ryota Yoshihashi Shuhei Nishimura Dai Yonebayashi Yuya Otsuka Tomohiro Tanaka Takashi Miyazaki SSL 61 2 0 25 Nov 2022
Few-shot Object Detection with Refined Contrastive Learning Zeyu Shangguan Lian Huai Tong Liu Xingqun Jiang 67 7 0 24 Nov 2022
Adversarial and Random Transformations for Robust Domain Adaptation and Generalization Liang Xiao Jiaolong Xu Dawei Zhao Erke Shang Qi Zhu Bin Dai OOD 72 6 0 13 Nov 2022
Could Giant Pretrained Image Models Extract Universal Representations? Yutong Lin Ze Liu Zheng Zhang Han Hu Nanning Zheng Stephen Lin Yue Cao VLM 106 9 0 03 Nov 2022
A picture of the space of typical learnable tasks Rahul Ramesh Jialin Mao Itay Griniasty Rubing Yang H. Teoh Mark K. Transtrum James P. Sethna Pratik Chaudhari SSL DRL 95 5 0 31 Oct 2022
The Curious Case of Benign Memorization Sotiris Anagnostidis Gregor Bachmann Lorenzo Noci Thomas Hofmann AAML 123 10 0 25 Oct 2022
OOD-DiskANN: Efficient and Scalable Graph ANNS for Out-of-Distribution Queries Shikhar Jaiswal Ravishankar Krishnaswamy Ankit Garg H. Simhadri Sheshansh Agrawal 82 26 0 22 Oct 2022
Self-Supervised Pretraining on Satellite Imagery: a Case Study on Label-Efficient Vehicle Detection Jules Bourcier Thomas Floquet G. Dashyan Tugdual Ceillier Alahari Karteek Jocelyn Chanussot SSL 38 1 0 21 Oct 2022
Self-Supervised Learning via Maximum Entropy Coding Xin Liu Zhongdao Wang Yali Li Shengjin Wang SSL 130 43 0 20 Oct 2022
CroCo: Self-Supervised Pre-training for 3D Vision Tasks by Cross-View Completion Philippe Weinzaepfel Vincent Leroy Thomas Lucas Romain Brégier Yohann Cabon Vaibhav Arora L. Antsfeld Boris Chidlovskii G. Csurka Jérôme Revaud SSL 138 73 0 19 Oct 2022
Fine-grained Category Discovery under Coarse-grained supervision with Hierarchical Weighted Self-contrastive Learning Wenbin An Feng Tian Ping Chen Siliang Tang Qinghua Zheng Qianying Wang 84 17 0 14 Oct 2022
Improving Dense Contrastive Learning with Dense Negative Pairs Berk Iskender Zhenlin Xu Simon Kornblith Enhung Chu M. Khademi SSL 52 2 0 11 Oct 2022
Dynamic Latent Separation for Deep Learning Yi-Lin Tuan Zih-Yun Chiu William Yang Wang 66 0 0 07 Oct 2022
SimPer: Simple Self-Supervised Learning of Periodic Targets Yuzhe Yang Xin Liu Jiang Wu Silviu Borac Dina Katabi M. Poh Daniel J. McDuff 115 47 0 06 Oct 2022
Contrastive Unsupervised Learning of World Model with Invariant Causal Features Rudra P. K. Poudel Harit Pandya R. Cipolla SSL CML 47 3 0 29 Sep 2022
FreeGaze: Resource-efficient Gaze Estimation via Frequency Domain Contrastive Learning Li-Huan Du Guohao Lan 59 4 0 14 Sep 2022
MimCo: Masked Image Modeling Pre-training with Contrastive Teacher Qiang-feng Zhou Chaohui Yu Haowen Luo Zhibin Wang Hao Li VLM 132 21 0 07 Sep 2022
Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer's phenotypes A. Fedorov Eloy P. T. Geenjaar Lei Wu Tristan Sylvain T. DeRamus Margaux Luck Maria B. Misiura R. Devon Hjelm Sergey Plis Vince D. Calhoun 31 3 0 07 Sep 2022
Hierarchical Relational Learning for Few-Shot Knowledge Graph Completion Han Wu Jie Yin B. Rajaratnam Jianyuan Guo 150 10 0 02 Sep 2022
Skeleton Prototype Contrastive Learning with Multi-Level Graph Relation Modeling for Unsupervised Person Re-Identification Haocong Rao Steven C. H. Hoi 3DH 54 3 0 25 Aug 2022
Semi-Supervised and Unsupervised Deep Visual Learning: A Survey Yanbei Chen Massimiliano Mancini Xiatian Zhu Zeynep Akata 157 119 0 24 Aug 2022
Siamese Prototypical Contrastive Learning Shentong Mo Zhun Sun Chao Li SSL 58 13 0 18 Aug 2022
Self-Supervised Contrastive Representation Learning for 3D Mesh Segmentation Ayaan Haque H. Moon Heng Hao Sima Didari J. Woo P. Bangert 3DPC SSL 39 2 0 08 Aug 2022
Understanding Masked Image Modeling via Learning Occlusion Invariant Feature Xiangwen Kong Xiangyu Zhang SSL 68 54 0 08 Aug 2022
Adaptive Soft Contrastive Learning Chen Feng Ioannis Patras SSL 83 20 0 22 Jul 2022
Tailoring Self-Supervision for Supervised Learning WonJun Moon Ji-Hwan Kim Jae-Pil Heo SSL 55 10 0 20 Jul 2022
HOME: High-Order Mixed-Moment-based Embedding for Representation Learning Chuang Niu Ge Wang SSL 71 4 0 15 Jul 2022
Bootstrapped Masked Autoencoders for Vision BERT Pretraining Xiaoyi Dong Jianmin Bao Ting Zhang Dongdong Chen Weiming Zhang Lu Yuan Dong Chen Fang Wen Nenghai Yu 89 78 0 14 Jul 2022
DSPNet: Towards Slimmable Pretrained Networks based on Discriminative Self-supervised Learning Shaoru Wang Zeming Li Jin Gao Liang Li Weiming Hu 59 0 0 13 Jul 2022
Pixel-level Correspondence for Self-Supervised Learning from Video Yash Sharma Yi Zhu Chris Russell Thomas Brox SSL 49 4 0 08 Jul 2022
Dissecting Self-Supervised Learning Methods for Surgical Computer Vision Sanat Ramesh V. Srivastav Deepak Alapatt Tong Yu Aditya Murali ... Saurav Sharma A. Fleurentin Georgios Exarchakis Alexandros Karargyris N. Padoy 129 46 0 01 Jul 2022