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
Referee Can Play: An Alternative Approach to Conditional Generation via Model Inversion Xuantong Liu Tianyang Hu Wenjia Wang Kenji Kawaguchi Yuan Yao DiffM 73 3 0 26 Feb 2024
Robust Training of Temporal GNNs using Nearest Neighbours based Hard Negatives Shubham Gupta Srikanta J. Bedathur OOD 28 1 0 14 Feb 2024
DUEL: Duplicate Elimination on Active Memory for Self-Supervised Class-Imbalanced Learning Won-Seok Choi Hyun-Dong Lee Dong-Sig Han Junseok Park Heeyeon Koo Byoung-Tak Zhang 30 1 0 14 Feb 2024
Premier-TACO is a Few-Shot Policy Learner: Pretraining Multitask Representation via Temporal Action-Driven Contrastive Loss Ruijie Zheng Yongyuan Liang Xiyao Wang Shuang Ma Hal Daumé Huazhe Xu John Langford Praveen Palanisamy Kalyan Shankar Basu Furong Huang 40 5 0 09 Feb 2024
Deep Spectral Improvement for Unsupervised Image Instance Segmentation Farnoosh Arefi Amir M. Mansourian S. Kasaei ISeg 31 1 0 04 Feb 2024
BECLR: Batch Enhanced Contrastive Few-Shot Learning Stylianos Poulakakis-Daktylidis Hadi Jamali Rad 28 5 0 04 Feb 2024
All Beings Are Equal in Open Set Recognition Chaohua Li Enhao Zhang Chuanxing Geng Songcan Chen 27 1 0 31 Jan 2024
Deep Clustering with Diffused Sampling and Hardness-aware Self-distillation Hai-Xin Zhang Dong Huang 27 0 0 25 Jan 2024
Contrastive Learning and Cycle Consistency-based Transductive Transfer Learning for Target Annotation S. Sami Md Golam Moula Mehedi Hasan Nasser M. Nasrabadi Raghuveer Rao 33 2 0 22 Jan 2024
Enhancing Contrastive Learning with Efficient Combinatorial Positive Pairing Jaeill Kim Duhun Hwang Eunjung Lee Jangwon Suh Jimyeong Kim Wonjong Rhee 33 0 0 11 Jan 2024
Unsupervised hard Negative Augmentation for contrastive learning Yuxuan Shu Vasileios Lampos 23 0 0 05 Jan 2024
GPS-SSL: Guided Positive Sampling to Inject Prior Into Self-Supervised Learning Aarash Feizi Randall Balestriero Adriana Romero Soriano Reihaneh Rabbany 26 0 0 03 Jan 2024
TimesURL: Self-supervised Contrastive Learning for Universal Time Series Representation Learning Jiexi Liu Songcan Chen AI4TS 13 32 0 25 Dec 2023
The Right Losses for the Right Gains: Improving the Semantic Consistency of Deep Text-to-Image Generation with Distribution-Sensitive Losses Mahmoud Ahmed Omer Moussa Ismail Shaheen Mohamed S. Abdelfattah Amr Abdalla Marwan Eid Hesham M. Eraqi Mohamed N. Moustafa 21 0 0 18 Dec 2023
DER-GCN: Dialogue and Event Relation-Aware Graph Convolutional Neural Network for Multimodal Dialogue Emotion Recognition Wei Ai Yuntao Shou Tao Meng Keqin Li 29 21 0 17 Dec 2023
Not All Negatives Are Worth Attending to: Meta-Bootstrapping Negative Sampling Framework for Link Prediction Yakun Wang Binbin Hu Shuo Yang Meiqi Zhu Qing Cui Qiyang Zhang Jun Zhou Guo Ye Huimei He 22 0 0 08 Dec 2023
Guarding Barlow Twins Against Overfitting with Mixed Samples W. G. C. Bandara C. D. Melo Vishal M. Patel SSL 37 11 0 04 Dec 2023
Elucidating and Overcoming the Challenges of Label Noise in Supervised Contrastive Learning Zijun Long George Killick Lipeng Zhuang R. McCreadie Gerardo Aragon Camarasa Paul Henderson 30 5 0 25 Nov 2023
Understanding Self-Supervised Features for Learning Unsupervised Instance Segmentation Paul Engstler Luke Melas-Kyriazi Christian Rupprecht Iro Laina SSL 25 3 0 24 Nov 2023
Mitigating Pooling Bias in E-commerce Search via False Negative Estimation Xiaochen Wang Xiao Xiao Ruhan Zhang Xuan Zhang Taesik Na Tejaswi Tenneti Haixun Wang Fenglong Ma 26 0 0 11 Nov 2023
DualTalker: A Cross-Modal Dual Learning Approach for Speech-Driven 3D Facial Animation Guinan Su Yanwu Yang Zhifeng Li VGen 38 1 0 08 Nov 2023
CROMA: Remote Sensing Representations with Contrastive Radar-Optical Masked Autoencoders A. Fuller K. Millard James R. Green 23 60 0 01 Nov 2023
MNN: Mixed Nearest-Neighbors for Self-Supervised Learning Xianzhong Long Chen Peng Yun Li SSL 33 0 0 01 Nov 2023
Rethinking Samples Selection for Contrastive Learning: Mining of Potential Samples Hengkui Dong Xianzhong Long Yun Li 36 2 0 01 Nov 2023
Identifiable Contrastive Learning with Automatic Feature Importance Discovery Qi Zhang Yifei Wang Yisen Wang 31 12 0 29 Oct 2023
Exploring Data Augmentations on Self-/Semi-/Fully- Supervised Pre-trained Models Shentong Mo Zhun Sun Chao Li 12 2 0 28 Oct 2023
Patch-Wise Self-Supervised Visual Representation Learning: A Fine-Grained Approach Ali Javidani Mohammad Amin Sadeghi Babak Nadjar Araabi 30 0 0 28 Oct 2023
ARNIQA: Learning Distortion Manifold for Image Quality Assessment Lorenzo Agnolucci L. Galteri Marco Bertini A. Bimbo 34 32 0 20 Oct 2023
DropMix: Better Graph Contrastive Learning with Harder Negative Samples Yueqi Ma Minjie Chen Xiang Li SSL 25 1 0 15 Oct 2023
AdaptSSR: Pre-training User Model with Augmentation-Adaptive Self-Supervised Ranking Yang Yu Qi Liu Kai Zhang Yuren Zhang Chao Song Min Hou Yuqing Yuan Zhihao Ye Zaixin Zhang Sanshi Lei Yu 35 2 0 15 Oct 2023
Timestamp-supervised Wearable-based Activity Segmentation and Recognition with Contrastive Learning and Order-Preserving Optimal Transport Songpengcheng Xia Lei Chu Ling Pei Jiarui Yang Wenxian Yu Robert C. Qiu AI4TS 25 8 0 13 Oct 2023
Causal Unsupervised Semantic Segmentation Junho Kim Byung-Kwan Lee Yonghyun Ro 33 18 0 11 Oct 2023
Finding Order in Chaos: A Novel Data Augmentation Method for Time Series in Contrastive Learning B. U. Demirel Christian Holz AI4TS 24 18 0 23 Sep 2023
Dual-Modal Attention-Enhanced Text-Video Retrieval with Triplet Partial Margin Contrastive Learning Chen Jiang Hong Liu Xuzheng Yu Qing Wang Yuan Cheng ... Zhongyi Liu Qingpei Guo Wei Chu Ming Yang Yuan Qi 29 10 0 20 Sep 2023
Leveraging Multi-lingual Positive Instances in Contrastive Learning to Improve Sentence Embedding Kaiyan Zhao Qiyu Wu Xin-Qiang Cai Yoshimasa Tsuruoka 25 6 0 16 Sep 2023
GCL: Gradient-Guided Contrastive Learning for Medical Image Segmentation with Multi-Perspective Meta Labels YiXuan Wu Jintai Chen Jiahuan Yan Yiheng Zhu Danny Chen Jian Wu VLM 29 6 0 16 Sep 2023
Graph Self-Contrast Representation Learning Minjie Chen Yao Cheng Ye Wang Xiangci Li Ming Gao SSL 26 1 0 05 Sep 2023
Towards a Rigorous Analysis of Mutual Information in Contrastive Learning Kyungeun Lee Jaeill Kim Suhyun Kang Wonjong Rhee SSL 33 2 0 30 Aug 2023
When hard negative sampling meets supervised contrastive learning Zijun Long George Killick R. McCreadie Gerardo Aragon Camarasa Zaiqiao Meng SSL 28 3 0 28 Aug 2023
MoCoSA: Momentum Contrast for Knowledge Graph Completion with Structure-Augmented Pre-trained Language Models Jiabang He Liu Jia Lei Wang Xiyao Li Xingdong Xu 25 7 0 16 Aug 2023
ICPC: Instance-Conditioned Prompting with Contrastive Learning for Semantic Segmentation Chaohui Yu Qiang-feng Zhou Zhibin Wang Fan Wang VLM 24 1 0 14 Aug 2023
SimMatchV2: Semi-Supervised Learning with Graph Consistency Mingkai Zheng Shan You Lang Huang Chen Luo Fei Wang Chao Qian Chang Xu SSL 29 7 0 13 Aug 2023
MammoDG: Generalisable Deep Learning Breaks the Limits of Cross-Domain Multi-Center Breast Cancer Screening Yijun Yang Shujun Wang Lihao Liu S. Hickman F. Gilbert Carola-Bibiane Schönlieb Angelica I. Aviles-Rivero 19 5 0 02 Aug 2023
Hierarchical Skeleton Meta-Prototype Contrastive Learning with Hard Skeleton Mining for Unsupervised Person Re-Identification Haocong Rao Cyril Leung Chun Miao 3DH 34 8 0 24 Jul 2023
Hallucination Improves the Performance of Unsupervised Visual Representation Learning Jing Wu Jennifer Hobbs N. Hovakimyan SSL 29 21 0 22 Jul 2023
Towards the Sparseness of Projection Head in Self-Supervised Learning Changwen Zheng Xingzhe Su Wenwen Qiang Jingyao Wang Changwen Zheng Gang Hua 36 3 0 18 Jul 2023
Composition-contrastive Learning for Sentence Embeddings Sachin Chanchani Ruihong Huang 27 13 0 14 Jul 2023
Mini-Batch Optimization of Contrastive Loss Jaewoong Cho Kartik K. Sreenivasan Keon Lee Kyunghoo Mun Soheun Yi Jeong-Gwan Lee Anna Lee Jy-yong Sohn Dimitris Papailiopoulos Kangwook Lee SSL 40 7 0 12 Jul 2023
Semantic Positive Pairs for Enhancing Visual Representation Learning of Instance Discrimination Methods Mohammad Alkhalefi Georgios Leontidis Min Zhong SSL 87 2 0 28 Jun 2023
Inter-Instance Similarity Modeling for Contrastive Learning Chen Shen Dawei Liu H. Tang Zhe Qu Jianxin Wang SSL 31 4 0 21 Jun 2023