Contrastive Learning with Hard Negative Samples

9 October 2020

Papers citing "Contrastive Learning with Hard Negative Samples"

50 / 443 papers shown

Title
How to Exploit Hyperspherical Embeddings for Out-of-Distribution Detection? Yifei Ming Yiyou Sun Ousmane Amadou Dia Yixuan Li OODD 24 95 0 08 Mar 2022
Geodesic Multi-Modal Mixup for Robust Fine-Tuning Changdae Oh Junhyuk So Hoyoon Byun Yongtaek Lim Minchul Shin Jong-June Jeon Kyungwoo Song 28 26 0 08 Mar 2022
Where Does the Performance Improvement Come From? -- A Reproducibility Concern about Image-Text Retrieval Jun Rao Fei-Yue Wang Liang Ding Shuhan Qi Yibing Zhan Weifeng Liu Dacheng Tao OOD 29 28 0 08 Mar 2022
Exploring Patch-wise Semantic Relation for Contrastive Learning in Image-to-Image Translation Tasks Chanyong Jung Gihyun Kwon Jong Chul Ye 24 84 0 03 Mar 2022
Improving Molecular Contrastive Learning via Faulty Negative Mitigation and Decomposed Fragment Contrast Yuyang Wang Rishikesh Magar Chen Liang A. Farimani 38 78 0 18 Feb 2022
Adversarial Graph Contrastive Learning with Information Regularization Shengyu Feng Baoyu Jing Yada Zhu Hanghang Tong 20 65 0 14 Feb 2022
Conditional Contrastive Learning with Kernel Yao-Hung Hubert Tsai Tianqi Li Martin Q. Ma Han Zhao Kun Zhang Louis-Philippe Morency Ruslan Salakhutdinov 19 24 0 11 Feb 2022
SimGRACE: A Simple Framework for Graph Contrastive Learning without Data Augmentation Jun-Xiong Xia Lirong Wu Jintao Chen Bozhen Hu Stan Z. Li 9 278 0 07 Feb 2022
Understanding Deep Contrastive Learning via Coordinate-wise Optimization Yuandong Tian 52 34 0 29 Jan 2022
Spectral, Probabilistic, and Deep Metric Learning: Tutorial and Survey Benyamin Ghojogh A. Ghodsi Fakhri Karray Mark Crowley 49 20 0 23 Jan 2022
Self-supervised Video Representation Learning with Cascade Positive Retrieval Cheng-En Wu Farley Lai Yujie Hu Asim Kadav SSL AI4TS 20 3 0 20 Jan 2022
Offline-Online Associated Camera-Aware Proxies for Unsupervised Person Re-identification Menglin Wang Jiachen Li Baisheng Lai Xiaojin Gong Xiansheng Hua 17 22 0 15 Jan 2022
Pushing the limits of self-supervised ResNets: Can we outperform supervised learning without labels on ImageNet? Nenad Tomašev Ioana Bica Brian McWilliams Lars Buesing Razvan Pascanu Charles Blundell Jovana Mitrović SSL 74 80 0 13 Jan 2022
Robust Contrastive Learning against Noisy Views Ching-Yao Chuang R. Devon Hjelm Xin Eric Wang Vibhav Vineet Neel Joshi Antonio Torralba Stefanie Jegelka Ya-heng Song NoLa 13 68 0 12 Jan 2022
Dual Contrastive Learning for General Face Forgery Detection Ke Sun Taiping Yao Shen Chen Shouhong Ding L. Jilin Rongrong Ji CVBM 11 171 0 27 Dec 2021
Max-Margin Contrastive Learning Anshul B. Shah S. Sra Ramalingam Chellappa A. Cherian SSL 18 44 0 21 Dec 2021
Data Efficient Language-supervised Zero-shot Recognition with Optimal Transport Distillation Bichen Wu Rui Cheng Peizhao Zhang Tianren Gao Peter Vajda Joseph E. Gonzalez VLM 6 45 0 17 Dec 2021
Bootstrap Equilibrium and Probabilistic Speaker Representation Learning for Self-supervised Speaker Verification Sung Hwan Mun Min Hyun Han Dongjune Lee Jihwan Kim N. Kim SSL 20 3 0 16 Dec 2021
Multi-Row, Multi-Span Distant Supervision For Table+Text Question Vishwajeet Kumar Yash Gupta Saneem A. Chemmengath Jaydeep Sen Soumen Chakrabarti Samarth Bharadwaj FeiFei Pan RALM LMTD 19 8 0 14 Dec 2021
Learning Representations with Contrastive Self-Supervised Learning for Histopathology Applications Karin Stacke Jonas Unger Claes Lundström Gabriel Eilertsen OOD SSL 21 25 0 10 Dec 2021
Revisiting Contrastive Learning through the Lens of Neighborhood Component Analysis: an Integrated Framework Ching-Yun Ko Jeet Mohapatra Sijia Liu Pin-Yu Chen Lucani E. Daniel Lily Weng SSL 17 11 0 08 Dec 2021
Boosting Discriminative Visual Representation Learning with Scenario-Agnostic Mixup Siyuan Li Zicheng Liu Zedong Wang Di Wu Zihan Liu Stan Z. Li 27 26 0 30 Nov 2021
Similarity Contrastive Estimation for Self-Supervised Soft Contrastive Learning J. Denize Jaonary Rabarisoa Astrid Orcesi Romain Hérault S. Canu SSL 19 30 0 29 Nov 2021
A Practical Contrastive Learning Framework for Single-Image Super-Resolution Gang Wu Junjun Jiang Xianming Liu 31 50 0 27 Nov 2021
Hard Negative Sampling via Regularized Optimal Transport for Contrastive Representation Learning Ruijie Jiang Prakash Ishwar Shuchin Aeron SSL 14 6 0 04 Nov 2021
Leveraging Time Irreversibility with Order-Contrastive Pre-training Monica Agrawal Hunter Lang M. Offin L. Gazit David Sontag 11 6 0 04 Nov 2021
Rebooting ACGAN: Auxiliary Classifier GANs with Stable Training Minguk Kang Woohyeon Shim Minsu Cho Jaesik Park GAN 28 107 0 01 Nov 2021
RadBERT-CL: Factually-Aware Contrastive Learning For Radiology Report Classification Ajay Jaiswal Liyan Tang Meheli Ghosh J. Rousseau Yifan Peng Ying Ding MedIm 17 15 0 28 Oct 2021
Self-Supervised Learning Disentangled Group Representation as Feature Tan Wang Zhongqi Yue Jianqiang Huang Qianru Sun Hanwang Zhang OOD 29 67 0 28 Oct 2021
GenURL: A General Framework for Unsupervised Representation Learning Siyuan Li Zicheng Liu Z. Zang Di Wu Zhiyuan Chen Stan Z. Li OOD 3DGS OffRL 26 9 0 27 Oct 2021
Robust Contrastive Learning Using Negative Samples with Diminished Semantics Songwei Ge Shlok Kumar Mishra Haohan Wang Chun-Liang Li David Jacobs SSL 13 71 0 27 Oct 2021
Self-supervised EEG Representation Learning for Automatic Sleep Staging Chaoqi Yang MSc Cao Xiao PhD M Brandon Westover PhD Jimeng Sun SSL 38 21 0 27 Oct 2021
Contrastive Learning for Neural Topic Model Thong Nguyen A. Luu 24 55 0 25 Oct 2021
Weakly Supervised Semantic Segmentation by Pixel-to-Prototype Contrast Ye Du Zehua Fu Qingjie Liu Yunhong Wang 87 129 0 14 Oct 2021
Decoupled Contrastive Learning Chun-Hsiao Yeh Cheng-Yao Hong Yen-Chi Hsu Tyng-Luh Liu Yubei Chen Yann LeCun 178 182 0 13 Oct 2021
Digging Into Self-Supervised Learning of Feature Descriptors Iaroslav Melekhov Zakaria Laskar Xiaotian Li Shuzhe Wang Juho Kannala SSL 27 8 0 10 Oct 2021
Topology-Imbalance Learning for Semi-Supervised Node Classification Deli Chen Yankai Lin Guangxiang Zhao Xuancheng Ren Peng Li Jie Zhou Xu Sun 13 86 0 08 Oct 2021
Towards Learning (Dis)-Similarity of Source Code from Program Contrasts Yangruibo Ding Luca Buratti Saurabh Pujar Alessandro Morari Baishakhi Ray Saikat Chakraborty 8 36 0 08 Oct 2021
ProGCL: Rethinking Hard Negative Mining in Graph Contrastive Learning Jun-Xiong Xia Lirong Wu Ge Wang Jintao Chen Stan Z. Li 25 120 0 05 Oct 2021
CrossCLR: Cross-modal Contrastive Learning For Multi-modal Video Representations Mohammadreza Zolfaghari Yi Zhu Peter V. Gehler Thomas Brox 127 127 0 30 Sep 2021
Multi-view Contrastive Self-Supervised Learning of Accounting Data Representations for Downstream Audit Tasks Marco Schreyer Timur Sattarov Damian Borth MLAU 18 15 0 23 Sep 2021
ConvFiT: Conversational Fine-Tuning of Pretrained Language Models Ivan Vulić Pei-hao Su Sam Coope D. Gerz Paweł Budzianowski I. Casanueva Nikola Mrkvsić Tsung-Hsien Wen 19 36 0 21 Sep 2021
On the Importance of Distractors for Few-Shot Classification Rajshekhar Das Yu-xiong Wang José M. F. Moura 13 28 0 20 Sep 2021
Deep Bregman Divergence for Contrastive Learning of Visual Representations Mina Rezaei Farzin Soleymani B. Bischl Shekoofeh Azizi SSL 44 16 0 15 Sep 2021
YES SIR!Optimizing Semantic Space of Negatives with Self-Involvement Ranker Ruizhi Pu Xinyu Zhang Ruofei Lai Zikai Guo Yinxia Zhang Hao Jiang Yongkang Wu Yantao Jia Zhicheng Dou Zhao Cao 16 1 0 14 Sep 2021
Contrastive Quantization with Code Memory for Unsupervised Image Retrieval Jinpeng Wang Ziyun Zeng Bin Chen Tao Dai Shutao Xia MQ 34 45 0 11 Sep 2021
Efficient Contrastive Learning via Novel Data Augmentation and Curriculum Learning Seonghyeon Ye Jiseon Kim Alice H. Oh CLL VLM 24 21 0 10 Sep 2021
Hybrid Contrastive Learning of Tri-Modal Representation for Multimodal Sentiment Analysis Sijie Mai Ying Zeng Shuangjia Zheng Haifeng Hu 11 115 0 04 Sep 2021
An Empirical Study of Graph Contrastive Learning Yanqiao Zhu Yichen Xu Qiang Liu Shu Wu 11 167 0 02 Sep 2021
MVCNet: Multiview Contrastive Network for Unsupervised Representation Learning for 3D CT Lesions Penghua Zhai Huaiwei Cong Gangming Zhao Chaowei Fang Jinpeng Li Ting Cai Huiguang He 17 10 0 17 Aug 2021