Boosting Contrastive Self-Supervised Learning with False Negative Cancellation

23 November 2020

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

50 / 96 papers shown

Title
Negative Metric Learning for Graphs Yiyang Zhao Chengpei Wu Lilin Zhang Ning Yang 16 0 0 15 May 2025
GECKO: Gigapixel Vision-Concept Contrastive Pretraining in Histopathology S. Kapse Pushpak Pati Srikar Yellapragada Srijan Das Rajarsi R. Gupta Joel H. Saltz Dimitris Samaras Prateek Prasanna VLM 48 0 0 01 Apr 2025
TGV: Tabular Data-Guided Learning of Visual Cardiac Representations Marta Hasny Maxime Di Folco Keno Bressem Julia A. Schnabel 36 0 0 19 Mar 2025
Homeomorphism Prior for False Positive and Negative Problem in Medical Image Dense Contrastive Representation Learning Yuting He Boyu Wang Rongjun Ge Yang Chen Guanyu Yang Shuo Li MedIm AAML 67 2 0 07 Feb 2025
HEX: Hierarchical Emergence Exploitation in Self-Supervised Algorithms Kiran Kokilepersaud Seulgi Kim M. Prabhushankar Ghassan AlRegib 33 0 0 30 Oct 2024
StatioCL: Contrastive Learning for Time Series via Non-Stationary and Temporal Contrast Yu Wu Ting Dang Dimitris Spathis Hong Jia Cecilia Mascolo AI4TS 27 1 0 14 Oct 2024
Automated Knowledge Concept Annotation and Question Representation Learning for Knowledge Tracing Yilmazcan Ozyurt Stefan Feuerriegel Mrinmaya Sachan AI4Ed 44 1 0 02 Oct 2024
Contrastive Learning with Synthetic Positives Dewen Zeng Yawen Wu Xinrong Hu Xiaowei Xu Yiyu Shi SyDa SSL 54 1 0 30 Aug 2024
Enhancing Sound Source Localization via False Negative Elimination Zengjie Song Jiangshe Zhang Yuxi Wang Junsong Fan Zhaoxiang Zhang 40 0 0 29 Aug 2024
SelEx: Self-Expertise in Fine-Grained Generalized Category Discovery Sarah Rastegar Mohammadreza Salehi Yuki M. Asano Hazel Doughty Cees G. M. Snoek 35 4 0 26 Aug 2024
A Survey on Deep Clustering: From the Prior Perspective Yiding Lu Haobin Li Yunfan Li Yijie Lin Xi Peng 40 5 0 28 Jun 2024
Towards a multimodal framework for remote sensing image change retrieval and captioning Roger Ferrod Luigi Di Caro Dino Ienco 24 2 0 19 Jun 2024
Self-Supervised Skeleton-Based Action Representation Learning: A Benchmark and Beyond Jiahang Zhang Lilang Lin Shuai Yang Jiaying Liu SSL 43 1 0 05 Jun 2024
FFF: Fixing Flawed Foundations in contrastive pre-training results in very strong Vision-Language models Adrian Bulat Yassine Ouali Georgios Tzimiropoulos VLM 40 4 0 16 May 2024
Classification of Breast Cancer Histopathology Images using a Modified Supervised Contrastive Learning Method Matina Mahdizadeh Sani Ali Royat M. Baghshah 33 0 0 06 May 2024
LeOCLR: Leveraging Original Images for Contrastive Learning of Visual Representations Mohammad Alkhalefi Georgios Leontidis Mingjun Zhong 63 2 0 11 Mar 2024
BootTOD: Bootstrap Task-oriented Dialogue Representations by Aligning Diverse Responses Weihao Zeng Keqing He Yejie Wang Dayuan Fu Weiran Xu 35 0 0 02 Mar 2024
Does Negative Sampling Matter? A Review with Insights into its Theory and Applications Zhen Yang Ming Ding Tinglin Huang Yukuo Cen Junshuai Song Bin Xu Yuxiao Dong Jie Tang 33 9 0 27 Feb 2024
E2USD: Efficient-yet-effective Unsupervised State Detection for Multivariate Time Series Zhichen Lai Huan Li Dalin Zhang Yan Zhao Weizhu Qian Christian S. Jensen AI4TS 32 9 0 21 Feb 2024
Indiscriminate Data Poisoning Attacks on Pre-trained Feature Extractors Yiwei Lu Matthew Y.R. Yang Gautam Kamath Yaoliang Yu AAML SILM 42 8 0 20 Feb 2024
$f$ -MICL: Understanding and Generalizing InfoNCE-based Contrastive Learning Yiwei Lu Guojun Zhang Sun Sun Hongyu Guo Yaoliang Yu VLM 23 5 0 15 Feb 2024
CNG-SFDA: Clean-and-Noisy Region Guided Online-Offline Source-Free Domain Adaptation Hyeonwoo Cho Chanmin Park Donghee Kim Jinyoung Kim Won Hwa Kim TTA 29 0 0 26 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
Graph-level Protein Representation Learning by Structure Knowledge Refinement Ge Wang Z. Zang Jiangbin Zheng Jun-Xiong Xia Stan Z. Li 13 0 0 05 Jan 2024
Time-Series Contrastive Learning against False Negatives and Class Imbalance Xi Jin Jing Wang Lei Liu Youfang Lin 26 1 0 19 Dec 2023
MAFA: Managing False Negatives for Vision-Language Pre-training Jaeseok Byun Dohoon Kim Taesup Moon VLM 13 4 0 11 Dec 2023
Unsupervised Multi-modal Feature Alignment for Time Series Representation Learning Cheng Liang Donghua Yang Zhiyu Liang Hongzhi Wang Zheng Liang Xiyang Zhang Jianfeng Huang AI4TS 152 1 0 09 Dec 2023
Virtual Fusion with Contrastive Learning for Single Sensor-based Activity Recognition Duc A. Nguyen Cuong Pham Nhien-An Le-Khac HAI 19 6 0 01 Dec 2023
Dual-stream contrastive predictive network with joint handcrafted feature view for SAR ship classification Xianting Feng Hao Zheng Zhigang Hu Liu Yang Meiguang Zheng 14 3 0 26 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 21 0 0 11 Nov 2023
Enhancing Multimodal Compositional Reasoning of Visual Language Models with Generative Negative Mining U. Sahin Hang Li Qadeer Ahmad Khan Daniel Cremers Volker Tresp VLM CoGe 28 12 0 07 Nov 2023
Rethinking Samples Selection for Contrastive Learning: Mining of Potential Samples Hengkui Dong Xianzhong Long Yun Li 34 2 0 01 Nov 2023
Patch-Wise Self-Supervised Visual Representation Learning: A Fine-Grained Approach Ali Javidani Mohammad Amin Sadeghi Babak Nadjar Araabi 25 0 0 28 Oct 2023
SAMCLR: Contrastive pre-training on complex scenes using SAM for view sampling Benjamin Missaoui Chongbin Yuan VLM 23 1 0 23 Oct 2023
Rethinking Negative Pairs in Code Search Haochen Li Xin Zhou Anh Tuan Luu Chunyan Miao 40 10 0 12 Oct 2023
Enhancing Robust Representation in Adversarial Training: Alignment and Exclusion Criteria Nuoyan Zhou Nannan Wang Decheng Liu Dawei Zhou Xinbo Gao AAML 28 2 0 05 Oct 2023
Keypoint-Augmented Self-Supervised Learning for Medical Image Segmentation with Limited Annotation Zhangsihao Yang Mengwei Ren Kaize Ding Guido Gerig Yalin Wang SSL 21 5 0 02 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
Decoupled Contrastive Multi-View Clustering with High-Order Random Walks Yiding Lu Yijie Lin Mouxing Yang Dezhong Peng Peng Hu Xiaocui Peng 17 36 0 22 Aug 2023
Unsupervised Representation Learning for Time Series: A Review Qianwen Meng Hangwei Qian Yong Liu Yonghui Xu Zhiqi Shen Li-zhen Cui AI4TS 30 17 0 03 Aug 2023
GraSS: Contrastive Learning with Gradient Guided Sampling Strategy for Remote Sensing Image Semantic Segmentation Zhaoyang Zhang Zhen Ren Chao Tao Yunsheng Zhang Cheng-Shuang Peng Haifeng Li SSL 35 12 0 28 Jun 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
FutureTOD: Teaching Future Knowledge to Pre-trained Language Model for Task-Oriented Dialogue Weihao Zeng Keqing He Yejie Wang Chen Zeng Jingang Wang Yunsen Xian Weiran Xu 24 1 0 17 Jun 2023
Semi-supervised learning made simple with self-supervised clustering Enrico Fini Pietro Astolfi Alahari Karteek Xavier Alameda-Pineda Julien Mairal Moin Nabi Elisa Ricci SSL 39 24 0 13 Jun 2023
BatchSampler: Sampling Mini-Batches for Contrastive Learning in Vision, Language, and Graphs Z. Yang Tinglin Huang Ming Ding Yuxiao Dong Rex Ying Yukuo Cen Yangli-ao Geng Jie Tang SSL VLM 26 9 0 06 Jun 2023
Additional Positive Enables Better Representation Learning for Medical Images Dewen Zeng Yawen Wu Xinrong Hu Xiaowei Xu Jingtong Hu Yiyu Shi SSL 11 1 0 31 May 2023
Sample and Predict Your Latent: Modality-free Sequential Disentanglement via Contrastive Estimation Ilana D Naiman Nimrod Berman Omri Azencot DRL 26 6 0 25 May 2023
Multi-behavior Self-supervised Learning for Recommendation Jingcao Xu Chaokun Wang Cheng Wu Yang Song Kai Zheng Xiaowei Wang Changping Wang Guorui Zhou Kun Gai 13 31 0 22 May 2023
Sample-Specific Debiasing for Better Image-Text Models Peiqi Wang Yingcheng Liu Ching-Yun Ko W. Wells Seth Berkowitz Steven Horng Polina Golland SSL MedIm 22 1 0 25 Apr 2023
Best of Both Worlds: Multimodal Contrastive Learning with Tabular and Imaging Data Paul Hager M. Menten Daniel Rueckert 29 47 0 24 Mar 2023