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
RenyiCL: Contrastive Representation Learning with Skew Renyi Divergence Kyungmin Lee Jinwoo Shin SSL DRL 29 10 0 12 Aug 2022
On the Pros and Cons of Momentum Encoder in Self-Supervised Visual Representation Learning T. Pham Chaoning Zhang Axi Niu Kang Zhang Chang D. Yoo 36 11 0 11 Aug 2022
Semi-supervised Vision Transformers at Scale Zhaowei Cai Avinash Ravichandran Paolo Favaro Manchen Wang Davide Modolo Rahul Bhotika Z. Tu Stefano Soatto ViT 26 55 0 11 Aug 2022
COCOA: Cross Modality Contrastive Learning for Sensor Data Shohreh Deldari Hao Xue Aaqib Saeed Daniel V. Smith Flora D. Salim SSL 45 38 0 31 Jul 2022
Contrastive Self-Supervised Learning Leads to Higher Adversarial Susceptibility Rohit Gupta Naveed Akhtar Ajmal Saeed Mian M. Shah AAML SSL 26 5 0 22 Jul 2022
FakeCLR: Exploring Contrastive Learning for Solving Latent Discontinuity in Data-Efficient GANs Ziqiang Li Chaoyue Wang Heliang Zheng Jing Zhang Bin Li 31 24 0 18 Jul 2022
Adversarial Contrastive Learning via Asymmetric InfoNCE Qiying Yu Jieming Lou Xianyuan Zhan Qizhang Li W. Zuo Yang Liu Jingjing Liu AAML 33 23 0 18 Jul 2022
Model-Aware Contrastive Learning: Towards Escaping the Dilemmas Zizheng Huang Haoxing Chen Ziqi Wen Chao Zhang Huaxiong Li Bojuan Wang Chunlin Chen 32 8 0 16 Jul 2022
Brain-Aware Replacements for Supervised Contrastive Learning in Detection of Alzheimer's Disease Mehmet Saygin Seyfiouglu Zixuan Liu Pranav Kamath Sadjyot Gangolli Sheng Wang T. Grabowski Linda G. Shapiro MedIm 24 14 0 11 Jul 2022
Contrastive Learning from Spatio-Temporal Mixed Skeleton Sequences for Self-Supervised Skeleton-Based Action Recognition Zhan Chen Hong Liu Tianyu Guo Zhengyang Chen Pinhao Song Haoling Tang SSL 30 18 0 07 Jul 2022
Game State Learning via Game Scene Augmentation C. Trivedi Konstantinos Makantasis Antonios Liapis Georgios N. Yannakakis 19 2 0 04 Jul 2022
Probing Visual-Audio Representation for Video Highlight Detection via Hard-Pairs Guided Contrastive Learning Shuaicheng Li Feng Zhang Kunlin Yang Lin-Na Liu Shinan Liu Jun Hou Shuai Yi 42 8 0 21 Jun 2022
iBoot: Image-bootstrapped Self-Supervised Video Representation Learning F. Saleh Fuwen Tan Adrian Bulat Georgios Tzimiropoulos Brais Martínez SSL 44 1 0 16 Jun 2022
A Simple Data Mixing Prior for Improving Self-Supervised Learning Sucheng Ren Huiyu Wang Zhengqi Gao Shengfeng He Alan Yuille Yuyin Zhou Cihang Xie 18 35 0 15 Jun 2022
ClamNet: Using contrastive learning with variable depth Unets for medical image segmentation Samayan Bhattacharya Sk Shahnawaz Avigyan Bhattacharya 17 1 0 10 Jun 2022
Beyond Just Vision: A Review on Self-Supervised Representation Learning on Multimodal and Temporal Data Shohreh Deldari Hao Xue Aaqib Saeed Jiayuan He Daniel V. Smith Flora D. Salim AI4TS 30 37 0 06 Jun 2022
Infinite Recommendation Networks: A Data-Centric Approach Noveen Sachdeva Mehak Preet Dhaliwal Carole-Jean Wu Julian McAuley DD 33 28 0 03 Jun 2022
Hard Negative Sampling Strategies for Contrastive Representation Learning Afrina Tabassum Muntasir Wahed Hoda Eldardiry Ismini Lourentzou SSL 27 24 0 02 Jun 2022
Augmentation Component Analysis: Modeling Similarity via the Augmentation Overlaps Lu Han Han-Jia Ye De-Chuan Zhan 11 4 0 01 Jun 2022
Deep Spectral Methods: A Surprisingly Strong Baseline for Unsupervised Semantic Segmentation and Localization Luke Melas-Kyriazi Christian Rupprecht Iro Laina Andrea Vedaldi 30 159 0 16 May 2022
Real-centric Consistency Learning for Deepfake Detection Ruiqi Zha Z. Lian Qianmu Li Siqi Gu 24 1 0 15 May 2022
Unsupervised Voice-Face Representation Learning by Cross-Modal Prototype Contrast Boqing Zhu Kele Xu Changjian Wang Zheng Qin Tao Sun Huaimin Wang Yuxing Peng SSL 39 17 0 28 Apr 2022
Universum-inspired Supervised Contrastive Learning Aiyang Han Chuanxing Geng Songcan Chen SSL 29 3 0 22 Apr 2022
FedCL: Federated Contrastive Learning for Privacy-Preserving Recommendation Chuhan Wu Fangzhao Wu Tao Qi Yongfeng Huang Xing Xie FedML 21 15 0 21 Apr 2022
Less than Few: Self-Shot Video Instance Segmentation Pengwan Yang Yuki M. Asano Pascal Mettes Cees G. M. Snoek SSL 31 2 0 19 Apr 2022
Video-Text Representation Learning via Differentiable Weak Temporal Alignment Dohwan Ko Joonmyung Choi Juyeon Ko Shinyeong Noh Kyoung-Woon On Eun-Sol Kim Hyunwoo J. Kim VGen AI4TS 31 22 0 31 Mar 2022
Dual Temperature Helps Contrastive Learning Without Many Negative Samples: Towards Understanding and Simplifying MoCo Chaoning Zhang Kang Zhang T. Pham Axi Niu Zhinan Qiao Chang D. Yoo In So Kweon 24 54 0 30 Mar 2022
CaCo: Both Positive and Negative Samples are Directly Learnable via Cooperative-adversarial Contrastive Learning Tianlin Li Yuhang Huang Dan Zeng Guo-Jun Qi SSL 16 16 0 27 Mar 2022
A Unified Contrastive Energy-based Model for Understanding the Generative Ability of Adversarial Training Yifei Wang Yisen Wang Jiansheng Yang Zhouchen Lin AAML 29 13 0 25 Mar 2022
Multi-scale and Cross-scale Contrastive Learning for Semantic Segmentation Theodoros Pissas Claudio S. Ravasio L. Cruz Christos Bergeles 25 15 0 25 Mar 2022
Text Transformations in Contrastive Self-Supervised Learning: A Review Amrita Bhattacharjee Mansooreh Karami Huan Liu SSL 27 23 0 22 Mar 2022
Rebalanced Siamese Contrastive Mining for Long-Tailed Recognition Zhisheng Zhong Jiequan Cui Zeming Li Eric Lo Jian Sun Jiaya Jia SSL 15 4 0 22 Mar 2022
Harnessing Hard Mixed Samples with Decoupled Regularizer Zicheng Liu Siyuan Li Ge Wang Cheng Tan Lirong Wu Stan Z. Li 59 18 0 21 Mar 2022
Weak Augmentation Guided Relational Self-Supervised Learning Mingkai Zheng Shan You Fei Wang Chao Qian Changshui Zhang Xiaogang Wang Chang Xu 32 4 0 16 Mar 2022
Differentiated Relevances Embedding for Group-based Referring Expression Comprehension Fuhai Chen Xuri Ge Xiaoshuai Sun Yue Gao Jianzhuang Liu Feiyue Huang Rongrong Ji 27 0 0 12 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 33 26 0 08 Mar 2022
CrossPoint: Self-Supervised Cross-Modal Contrastive Learning for 3D Point Cloud Understanding Mohamed Afham Isuru Dissanayake Dinithi Dissanayake Amaya Dharmasiri Kanchana Thilakarathna Ranga Rodrigo 3DPC 16 251 0 01 Mar 2022
MixKG: Mixing for harder negative samples in knowledge graph Feihu Che Guohua Yang Pengpeng Shao Dawei Zhang J. Tao 31 6 0 19 Feb 2022
Synthetic Data Can Also Teach: Synthesizing Effective Data for Unsupervised Visual Representation Learning Yawen Wu Zhepeng Wang Dewen Zeng Yiyu Shi Jingtong Hu SSL 33 15 0 14 Feb 2022
Conditional Contrastive Learning with Kernel Yao-Hung Hubert Tsai Tianqi Li Martin Q. Ma Han Zhao Anton van den Hengel Louis-Philippe Morency Ruslan Salakhutdinov 19 25 0 11 Feb 2022
STC: Spatio-Temporal Contrastive Learning for Video Instance Segmentation Zhengkai Jiang Zhangxuan Gu Jinlong Peng Hang Zhou Liang Liu Yabiao Wang Ying Tai Chengjie Wang Liqing Zhang 36 13 0 08 Feb 2022
HCSC: Hierarchical Contrastive Selective Coding Yuanfan Guo Minghao Xu Jiawen Li Bingbing Ni Xuanyu Zhu Zhenbang Sun Yi Tian Xu 21 70 0 01 Feb 2022
Generalizing similarity in noisy setups: the DIBS phenomenon Nayara Fonseca V. Guidetti 24 0 0 30 Jan 2022
Understanding Deep Contrastive Learning via Coordinate-wise Optimization Yuandong Tian 52 34 0 29 Jan 2022
Offline-Online Associated Camera-Aware Proxies for Unsupervised Person Re-identification Menglin Wang Jiachen Li Baisheng Lai Xiaojin Gong Xiansheng Hua 17 23 0 15 Jan 2022
Robust Contrastive Learning against Noisy Views Ching-Yao Chuang R. Devon Hjelm Xin Wang Vibhav Vineet Neel Joshi Antonio Torralba Stefanie Jegelka Ya-heng Song NoLa 13 68 0 12 Jan 2022
Multi-Centroid Representation Network for Domain Adaptive Person Re-ID Yuhang Wu Tengteng Huang Haotian Yao Chi Zhang Yuanjie Shao Chuchu Han Changxin Gao Nong Sang 22 55 0 22 Dec 2021
Max-Margin Contrastive Learning Anshul B. Shah S. Sra Ramalingam Chellappa A. Cherian SSL 34 44 0 21 Dec 2021
Improving Self-supervised Learning with Automated Unsupervised Outlier Arbitration Yu Wang Jingyang Lin Jingjing Zou Yingwei Pan Ting Yao Tao Mei OODD 32 12 0 15 Dec 2021
Exploring the Equivalence of Siamese Self-Supervised Learning via A Unified Gradient Framework Chenxin Tao Honghui Wang Xizhou Zhu Jiahua Dong S. Song Gao Huang Jifeng Dai SSL 41 60 0 09 Dec 2021