Boosting Contrastive Self-Supervised Learning with False Negative Cancellation

23 November 2020

Papers citing "Boosting Contrastive Self-Supervised Learning with False Negative Cancellation"

46 / 96 papers shown

Title
Learning Audio-Visual Source Localization via False Negative Aware Contrastive Learning Weixuan Sun Jiayi Zhang Jianyuan Wang Zheyuan Liu Yiran Zhong Tianpeng Feng Yandong Guo Yanhao Zhang Nick Barnes SSL 21 43 0 20 Mar 2023
The Influences of Color and Shape Features in Visual Contrastive Learning Xiao-qiong Zhuang SSL 19 0 0 29 Jan 2023
Learning by Sorting: Self-supervised Learning with Group Ordering Constraints Nina Shvetsova Felix Petersen Anna Kukleva Bernt Schiele Hilde Kuehne SSL 49 11 0 05 Jan 2023
Establishing a stronger baseline for lightweight contrastive models Wenye Lin Yifeng Ding Zhixiong Cao Haitao Zheng 27 2 0 14 Dec 2022
PromptCAL: Contrastive Affinity Learning via Auxiliary Prompts for Generalized Novel Category Discovery Shengxiang Zhang Salman Khan Zhiqiang Shen Muzammal Naseer Guangyi Chen F. Khan CLL VLM 21 58 0 11 Dec 2022
Contrastive pretraining for semantic segmentation is robust to noisy positive pairs Sebastian Gerard Josephine Sullivan 24 1 0 24 Nov 2022
Keep Your Friends Close & Enemies Farther: Debiasing Contrastive Learning with Spatial Priors in 3D Radiology Images Yejia Zhang Nishchal Sapkota Pengfei Gu Yao Peng Hao Zheng Da Chen 36 5 0 16 Nov 2022
Rethinking Rotation in Self-Supervised Contrastive Learning: Adaptive Positive or Negative Data Augmentation Atsuyuki Miyai Qing Yu Daiki Ikami Go Irie Kiyoharu Aizawa SSL 30 5 0 23 Oct 2022
Soft-Labeled Contrastive Pre-training for Function-level Code Representation Xiaonan Li Daya Guo Yeyun Gong Yun Lin Yelong Shen Xipeng Qiu Daxin Jiang Weizhu Chen Nan Duan 31 17 0 18 Oct 2022
Improving Contrastive Learning on Visually Homogeneous Mars Rover Images I. Ward Charles Moore Kai Pak Jingdao Chen Edwin Y. Goh SSL 17 2 0 17 Oct 2022
Towards Effective Image Manipulation Detection with Proposal Contrastive Learning Yuyuan Zeng Bowen Zhao Shanzhao Qiu Tao Dai Shutao Xia 29 25 0 16 Oct 2022
Revisiting Self-Supervised Contrastive Learning for Facial Expression Recognition Yuxuan Shu Xiao Gu Guangyao Yang Benny P. L. Lo SSL 54 17 0 08 Oct 2022
TaCo: Textual Attribute Recognition via Contrastive Learning Chang Nie Yiqing Hu Yanqiu Qu Hao Liu Deqiang Jiang Bo Ren 27 0 0 22 Aug 2022
RenyiCL: Contrastive Representation Learning with Skew Renyi Divergence Kyungmin Lee Jinwoo Shin SSL DRL 29 10 0 12 Aug 2022
Improving Fine-tuning of Self-supervised Models with Contrastive Initialization Haolin Pan Yong Guo Qinyi Deng Hao-Fan Yang Yiqun Chen Jian Chen SSL 18 19 0 30 Jul 2022
Adaptive Soft Contrastive Learning Chen Feng Ioannis Patras SSL 25 19 0 22 Jul 2022
Contrastive Self-Supervised Learning Leads to Higher Adversarial Susceptibility Rohit Gupta Naveed Akhtar Ajmal Saeed Mian M. Shah AAML SSL 21 5 0 22 Jul 2022
Model-Aware Contrastive Learning: Towards Escaping the Dilemmas Zizheng Huang Haoxing Chen Ziqi Wen Chao Zhang Huaxiong Li Bojuan Wang Chunlin Chen 29 8 0 16 Jul 2022
Local Spatiotemporal Representation Learning for Longitudinally-consistent Neuroimage Analysis Mengwei Ren Neel Dey Martin Styner K. Botteron Guido Gerig 19 18 0 09 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 25 37 0 06 Jun 2022
Bootstrapping Semi-supervised Medical Image Segmentation with Anatomical-aware Contrastive Distillation Chenyu You Weichen Dai Yifei Min Lawrence H. Staib James S. Duncan 23 63 0 06 Jun 2022
Hard Negative Sampling Strategies for Contrastive Representation Learning Afrina Tabassum Muntasir Wahed Hoda Eldardiry Ismini Lourentzou SSL 25 24 0 02 Jun 2022
Contrasting quadratic assignments for set-based representation learning A. Moskalev Ivan Sosnovik Volker Fischer A. Smeulders SSL 32 9 0 31 May 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
SimKGC: Simple Contrastive Knowledge Graph Completion with Pre-trained Language Models Liang Wang Wei-Ye Zhao Zhuoyu Wei Jingming Liu 28 178 0 04 Mar 2022
Improving Molecular Contrastive Learning via Faulty Negative Mitigation and Decomposed Fragment Contrast Yuyang Wang Rishikesh Magar Chen Liang A. Farimani 43 78 0 18 Feb 2022
Generalizing similarity in noisy setups: the DIBS phenomenon Nayara Fonseca V. Guidetti 21 0 0 30 Jan 2022
Ranking Info Noise Contrastive Estimation: Boosting Contrastive Learning via Ranked Positives David T. Hoffmann Nadine Behrmann Juergen Gall Thomas Brox M. Noroozi 30 43 0 27 Jan 2022
Max-Margin Contrastive Learning Anshul B. Shah S. Sra Ramalingam Chellappa A. Cherian SSL 24 44 0 21 Dec 2021
Constrained Mean Shift Using Distant Yet Related Neighbors for Representation Learning K. Navaneet Soroush Abbasi Koohpayegani Ajinkya Tejankar Kossar Pourahmadi Akshayvarun Subramanya Hamed Pirsiavash SSL 27 8 0 08 Dec 2021
Negative Sample is Negative in Its Own Way: Tailoring Negative Sentences for Image-Text Retrieval Zhihao Fan Zhongyu Wei Zejun Li Siyuan Wang Jianqing Fan 16 7 0 05 Nov 2021
Rebooting ACGAN: Auxiliary Classifier GANs with Stable Training Minguk Kang Woohyeon Shim Minsu Cho Jaesik Park GAN 30 107 0 01 Nov 2021
SleepPriorCL: Contrastive Representation Learning with Prior Knowledge-based Positive Mining and Adaptive Temperature for Sleep Staging Hongjun Zhang Jing Wang Qinfeng Xiao Jiaoxue Deng Youfang Lin 13 8 0 15 Oct 2021
Weakly Supervised Contrastive Learning Mingkai Zheng Fei-Yue Wang Shan You Chao Qian Changshui Zhang Xiaogang Wang Chang Xu SSL 34 121 0 10 Oct 2021
Pixel Contrastive-Consistent Semi-Supervised Semantic Segmentation Yuanyi Zhong Bodi Yuan Hong Wu Zhiqiang Yuan Jian Peng Yu-xiong Wang 38 167 0 20 Aug 2021
On the Efficacy of Small Self-Supervised Contrastive Models without Distillation Signals Haizhou Shi Youcai Zhang Siliang Tang Wenjie Zhu Yaqian Li Yandong Guo Yueting Zhuang SyDa 23 14 0 30 Jul 2021
Investigating the Role of Negatives in Contrastive Representation Learning Jordan T. Ash Surbhi Goel A. Krishnamurthy Dipendra Kumar Misra SSL 29 49 0 18 Jun 2021
Incremental False Negative Detection for Contrastive Learning Tsai-Shien Chen Wei-Chih Hung Hung-Yu Tseng Shao-Yi Chien Ming-Hsuan Yang SSL CLL 18 60 0 07 Jun 2021
Contrastive Attraction and Contrastive Repulsion for Representation Learning Huangjie Zheng Xu Chen Jiangchao Yao Hongxia Yang Chunyuan Li Ya-Qin Zhang Hao Zhang Ivor Tsang Jingren Zhou Mingyuan Zhou SSL 42 12 0 08 May 2021
On Feature Decorrelation in Self-Supervised Learning Tianyu Hua Wenxiao Wang Zihui Xue Sucheng Ren Yue Wang Hang Zhao SSL OOD 124 187 0 02 May 2021
Solving Inefficiency of Self-supervised Representation Learning Guangrun Wang Keze Wang Guangcong Wang Philip H. S. Torr Liang Lin SSL 19 58 0 18 Apr 2021
Contrastive Domain Adaptation Mamatha Thota Georgios Leontidis SSL 24 59 0 26 Mar 2021
Characterizing and Improving the Robustness of Self-Supervised Learning through Background Augmentations Chaitanya K. Ryali D. Schwab Ari S. Morcos SSL 32 9 0 23 Mar 2021
ISD: Self-Supervised Learning by Iterative Similarity Distillation Ajinkya Tejankar Soroush Abbasi Koohpayegani Vipin Pillai Paolo Favaro Hamed Pirsiavash SSL 21 44 0 16 Dec 2020
Revisiting Unsupervised Meta-Learning via the Characteristics of Few-Shot Tasks Han-Jia Ye Lu Han De-Chuan Zhan OffRL SSL VLM 24 27 0 30 Nov 2020
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 267 3,371 0 09 Mar 2020