Hard Negative Mixing for Contrastive Learning

2 October 2020

Yannis Kalantidis

Mert Bulent Sariyildiz

Papers citing "Hard Negative Mixing for Contrastive Learning"

50 / 345 papers shown

Title
Contrastive Learning for Self-Supervised Pre-Training of Point Cloud Segmentation Networks With Image Data A. Janda Brandon Wagstaff Edwin G. Ng J. Kelly 3DPC 14 3 0 18 Jan 2023
Vision Learners Meet Web Image-Text Pairs Bingchen Zhao Quan Cui Hao Wu Osamu Yoshie Cheng Yang Oisin Mac Aodha VLM 24 5 0 17 Jan 2023
A Survey on Self-supervised Learning: Algorithms, Applications, and Future Trends Jie Gui Tuo Chen Jing Zhang Qiong Cao Zhe Sun Haoran Luo Dacheng Tao 31 124 0 13 Jan 2023
Multimodal Inverse Cloze Task for Knowledge-based Visual Question Answering Paul Lerner O. Ferret C. Guinaudeau 18 9 0 11 Jan 2023
Filtering, Distillation, and Hard Negatives for Vision-Language Pre-Training Filip Radenovic Abhimanyu Dubey Abhishek Kadian Todor Mihaylov Simon Vandenhende Yash J. Patel Y. Wen Vignesh Ramanathan D. Mahajan VLM 32 81 0 05 Jan 2023
Heterogeneous Graph Contrastive Learning with Meta-path Contexts and Adaptively Weighted Negative Samples Jianxiang Yu Qingqing Ge Xiang Li Aoying Zhou 30 7 0 28 Dec 2022
A Survey on Federated Recommendation Systems Zehua Sun Yonghui Xu Yong-Jin Liu Weiliang He Lanju Kong Fangzhao Wu Y. Jiang Li-zhen Cui FedML 24 60 0 27 Dec 2022
Multi-queue Momentum Contrast for Microvideo-Product Retrieval Yali Du Yin-wei Wei Wei Ji Fan Liu Xin Luo Liqiang Nie 41 16 0 22 Dec 2022
Similarity Contrastive Estimation for Image and Video Soft Contrastive Self-Supervised Learning J. Denize Jaonary Rabarisoa Astrid Orcesi Romain Hérault SSL 19 6 0 21 Dec 2022
A Survey of Mix-based Data Augmentation: Taxonomy, Methods, Applications, and Explainability Chengtai Cao Fan Zhou Yurou Dai Jianping Wang Kunpeng Zhang AAML 24 28 0 21 Dec 2022
Parameter-efficient Zero-shot Transfer for Cross-Language Dense Retrieval with Adapters Eugene Yang Suraj Nair Dawn J Lawrie J. Mayfield Douglas W. Oard 27 4 0 20 Dec 2022
Adam: Dense Retrieval Distillation with Adaptive Dark Examples Chongyang Tao Chang Liu Tao Shen Can Xu Xiubo Geng Binxing Jiao Daxin Jiang 49 3 0 20 Dec 2022
Hard Sample Aware Network for Contrastive Deep Graph Clustering Yue Liu Xihong Yang Sihang Zhou Xinwang Liu Zhen Wang K. Liang Wenxuan Tu Liangjun Li Jingcan Duan Cancan Chen 33 101 0 16 Dec 2022
Establishing a stronger baseline for lightweight contrastive models Wenye Lin Yifeng Ding Zhixiong Cao Haitao Zheng 27 2 0 14 Dec 2022
Contrastive View Design Strategies to Enhance Robustness to Domain Shifts in Downstream Object Detection Kyle Buettner Adriana Kovashka 24 2 0 09 Dec 2022
Localized Contrastive Learning on Graphs Hengrui Zhang Qitian Wu Yu Wang Shaofeng Zhang Junchi Yan Philip S. Yu 24 9 0 08 Dec 2022
Knowledge Graph Contrastive Learning Based on Relation-Symmetrical Structure K. Liang Yue Liu Sihang Zhou Wenxuan Tu Yi Wen Xihong Yang Xiang Dong Xinwang Liu 24 76 0 19 Nov 2022
Self-supervised remote sensing feature learning: Learning Paradigms, Challenges, and Future Works Chao Tao Ji Qi Mingning Guo Qing Zhu Haifeng Li SSL 24 56 0 15 Nov 2022
Information-guided pixel augmentation for pixel-wise contrastive learning Quan Quan Qingsong Yao Jun Li S.Kevin Zhou SSL 31 5 0 14 Nov 2022
Contrastive Classification and Representation Learning with Probabilistic Interpretation Rahaf Aljundi Yash J. Patel Milan Šulc Daniel Olmeda N. Chumerin SSL 31 5 0 07 Nov 2022
CLOP: Video-and-Language Pre-Training with Knowledge Regularizations Guohao Li Hu Yang Feng He Zhifan Feng Yajuan Lyu Hua-Hong Wu Haifeng Wang VLM 21 1 0 07 Nov 2022
Beyond Instance Discrimination: Relation-aware Contrastive Self-supervised Learning Yifei Zhang Chang-rui Liu Yu Zhou Weiping Wang QiXiang Ye Xiangyang Ji SSL ISeg BDL 19 6 0 02 Nov 2022
Rare Wildlife Recognition with Self-Supervised Representation Learning Xiaochen Zheng SSL 25 2 0 29 Oct 2022
Robust Data2vec: Noise-robust Speech Representation Learning for ASR by Combining Regression and Improved Contrastive Learning Qiu-shi Zhu Long Zhou Jie Zhang Shujie Liu Yu-Chen Hu Lirong Dai VLM SSL 60 37 0 27 Oct 2022
ScoreMix: A Scalable Augmentation Strategy for Training GANs with Limited Data Jie Cao Mandi Luo Junchi Yu Mingmin Yang Ran He 35 4 0 27 Oct 2022
Provably Learning Diverse Features in Multi-View Data with Midpoint Mixup Muthuraman Chidambaram Xiang Wang Chenwei Wu Rong Ge MLT 11 8 0 24 Oct 2022
Global Contrastive Batch Sampling via Optimization on Sample Permutations Vin Sachidananda Ziyi Yang Chenguang Zhu 21 5 0 23 Oct 2022
Adversarial Pretraining of Self-Supervised Deep Networks: Past, Present and Future Guo-Jun Qi M. Shah SSL 23 8 0 23 Oct 2022
Learning Vector-Quantized Item Representation for Transferable Sequential Recommenders Yupeng Hou Zhankui He Julian McAuley Wayne Xin Zhao 68 124 0 22 Oct 2022
Rethinking Prototypical Contrastive Learning through Alignment, Uniformity and Correlation Shentong Mo Zhun Sun Chao Li 15 11 0 18 Oct 2022
No Pairs Left Behind: Improving Metric Learning with Regularized Triplet Objective A. Heydari N. Rezaei Daniel J. McDuff Javier L. Prieto 19 0 0 18 Oct 2022
Plausible May Not Be Faithful: Probing Object Hallucination in Vision-Language Pre-training Wenliang Dai Zihan Liu Ziwei Ji Dan Su Pascale Fung MLLM VLM 29 62 0 14 Oct 2022
Instance Regularization for Discriminative Language Model Pre-training Zhuosheng Zhang Hai Zhao M. Zhou 11 1 0 11 Oct 2022
Unsupervised Few-shot Learning via Deep Laplacian Eigenmaps Kuilin Chen Chi-Guhn Lee SSL 40 3 0 07 Oct 2022
When and why vision-language models behave like bags-of-words, and what to do about it? Mert Yuksekgonul Federico Bianchi Pratyusha Kalluri Dan Jurafsky James Zou VLM CoGe 30 362 0 04 Oct 2022
COARSE3D: Class-Prototypes for Contrastive Learning in Weakly-Supervised 3D Point Cloud Segmentation Rong Li Anh-Quan Cao Raoul de Charette 3DV 3DPC 131 13 0 04 Oct 2022
Heterogeneous Graph Contrastive Multi-view Learning Zehong Wang Qi Li Donghua Yu Xiaolong Han Xiaohong Gao Shigen Shen 44 28 0 01 Oct 2022
Supervised Contrastive Learning as Multi-Objective Optimization for Fine-Tuning Large Pre-trained Language Models Youness Moukafih Mounir Ghogho Kamel Smaïli AAML 13 4 0 28 Sep 2022
Self-Supervised Learning with an Information Maximization Criterion Serdar Ozsoy Shadi S. Hamdan Sercan Ö. Arik Deniz Yuret A. Erdogan SSL 21 35 0 16 Sep 2022
FreeGaze: Resource-efficient Gaze Estimation via Frequency Domain Contrastive Learning Li-Huan Du Guohao Lan 16 4 0 14 Sep 2022
Data Augmentation by Selecting Mixed Classes Considering Distance Between Classes Shungo Fujii Yasunori Ishii Kazuki Kozuka Tsubasa Hirakawa Takayoshi Yamashita H. Fujiyoshi 44 2 0 12 Sep 2022
OpenMixup: A Comprehensive Mixup Benchmark for Visual Classification Siyuan Li Zedong Wang Zicheng Liu Di Wu Cheng Tan Weiyang Jin Stan Z. Li VLM 41 31 0 11 Sep 2022
Measuring the Interpretability of Unsupervised Representations via Quantized Reverse Probing Iro Laina Yuki M. Asano Andrea Vedaldi SSL 21 8 0 07 Sep 2022
Progressive Domain Adaptation with Contrastive Learning for Object Detection in the Satellite Imagery Debojyoti Biswas Jelena Tevsić ObjD 16 4 0 06 Sep 2022
Supervised Contrastive Learning with Hard Negative Samples Ruijie Jiang Thuan Q. Nguyen Prakash Ishwar Shuchin Aeron 23 16 0 31 Aug 2022
A Unified Analysis of Mixed Sample Data Augmentation: A Loss Function Perspective Chanwoo Park Sangdoo Yun Sanghyuk Chun AAML 21 32 0 21 Aug 2022
DiscrimLoss: A Universal Loss for Hard Samples and Incorrect Samples Discrimination Tingting Wu Xiao Ding Hao Zhang Jin-Fang Gao LI DU Bing Qin Ting Liu 46 9 0 21 Aug 2022
Siamese Prototypical Contrastive Learning Shentong Mo Zhun Sun Chao Li SSL 24 12 0 18 Aug 2022
Multi-level Contrast Network for Wearables-based Joint Activity Segmentation and Recognition Songpengcheng Xia Lei Chu Ling Pei Wenxi Yu Robert C. Qiu 15 2 0 16 Aug 2022
Enhancing Graph Contrastive Learning with Node Similarity Hongliang Chi Yao Ma SSL 39 3 0 13 Aug 2022