Locality-Sensitive Hashing for Efficient Hard Negative Sampling in Contrastive Learning

23 May 2025

Papers citing "Locality-Sensitive Hashing for Efficient Hard Negative Sampling in Contrastive Learning"

35 / 35 papers shown

Title
Orientation-Guided Contrastive Learning for UAV-View Geo-Localisation Fabian Deuser Konrad Habel Martin Werner Norbert Oswald 53 8 0 02 Aug 2023
Unicom: Universal and Compact Representation Learning for Image Retrieval Xiang An Jiankang Deng Kaicheng Yang Jaiwei Li Ziyong Feng Jia Guo Jing Yang Tongliang Liu VLM SSL 65 27 0 12 Apr 2023
Sigmoid Loss for Language Image Pre-Training Xiaohua Zhai Basil Mustafa Alexander Kolesnikov Lucas Beyer CLIP VLM 75 1,076 0 27 Mar 2023
CLIP-ReIdent: Contrastive Training for Player Re-Identification Konrad Habel Fabian Deuser Norbert Oswald 16 10 0 21 Mar 2023
Sample4Geo: Hard Negative Sampling For Cross-View Geo-Localisation Fabian Deuser Konrad Habel Norbert Oswald 48 57 0 21 Mar 2023
TransGeo: Transformer Is All You Need for Cross-view Image Geo-localization Sijie Zhu M. Shah Chong Chen ViT 46 155 0 31 Mar 2022
A ConvNet for the 2020s Zhuang Liu Hanzi Mao Chaozheng Wu Christoph Feichtenhofer Trevor Darrell Saining Xie ViT 65 5,102 0 10 Jan 2022
Recall@k Surrogate Loss with Large Batches and Similarity Mixup Yash J. Patel Giorgos Tolias Jirí Matas VLM 59 56 0 25 Aug 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 673 28,659 0 26 Feb 2021
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Chao Jia Yinfei Yang Ye Xia Yi-Ting Chen Zarana Parekh Hieu H. Pham Quoc V. Le Yun-hsuan Sung Zhen Li Tom Duerig VLM CLIP 390 3,778 0 11 Feb 2021
VIGOR: Cross-View Image Geo-localization beyond One-to-one Retrieval Sijie Zhu Taojiannan Yang Chong Chen 43 168 0 24 Nov 2020
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 371 40,217 0 22 Oct 2020
RocketQA: An Optimized Training Approach to Dense Passage Retrieval for Open-Domain Question Answering Yingqi Qu Yuchen Ding Jing Liu Kai Liu Ruiyang Ren Xin Zhao Daxiang Dong Hua Wu Haifeng Wang RALM OffRL 240 609 0 16 Oct 2020
Contrastive Learning with Hard Negative Samples Joshua Robinson Ching-Yao Chuang S. Sra Stefanie Jegelka SSL 109 768 0 09 Oct 2020
Approximate Nearest Neighbor Negative Contrastive Learning for Dense Text Retrieval Lee Xiong Chenyan Xiong Ye Li Kwok-Fung Tang Jialin Liu Paul N. Bennett Junaid Ahmed Arnold Overwijk 97 1,207 0 01 Jul 2020
Debiased Contrastive Learning Ching-Yao Chuang Joshua Robinson Yen-Chen Lin Antonio Torralba Stefanie Jegelka SSL 47 558 0 01 Jul 2020
Making Monolingual Sentence Embeddings Multilingual using Knowledge Distillation Nils Reimers Iryna Gurevych 65 1,014 0 21 Apr 2020
Dense Passage Retrieval for Open-Domain Question Answering Vladimir Karpukhin Barlas Oğuz Sewon Min Patrick Lewis Ledell Yu Wu Sergey Edunov Danqi Chen Wen-tau Yih RALM 130 3,676 0 10 Apr 2020
DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter Victor Sanh Lysandre Debut Julien Chaumond Thomas Wolf 126 7,437 0 02 Oct 2019
Learning Dense Representations for Entity Retrieval D. Gillick Sayali Kulkarni L. Lansing Alessandro Presta Jason Baldridge Eugene Ie Diego Garcia-Olano RALM 57 202 0 23 Sep 2019
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers Iryna Gurevych 636 11,979 0 27 Aug 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 406 24,160 0 26 Jul 2019
Multi-Similarity Loss with General Pair Weighting for Deep Metric Learning Xun Wang Xintong Han Weilin Huang Dengke Dong Matthew R. Scott 53 742 0 14 Apr 2019
Improved Embeddings with Easy Positive Triplet Mining Hong Xuan Abby Stylianou Robert Pless 65 133 0 08 Apr 2019
Lending Orientation to Neural Networks for Cross-view Geo-localization Liu Liu Hongdong Li 45 245 0 29 Mar 2019
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 227 10,152 0 10 Jul 2018
Sampling Matters in Deep Embedding Learning Chaoxia Wu R. Manmatha Alex Smola Philipp Krahenbuhl 82 921 0 23 Jun 2017
In Defense of the Triplet Loss for Person Re-Identification Alexander Hermans Lucas Beyer Bastian Leibe DML 54 3,192 0 22 Mar 2017
MS MARCO: A Human Generated MAchine Reading COmprehension Dataset Payal Bajaj Daniel Fernando Campos Nick Craswell Li Deng Jianfeng Gao ... Mir Rosenberg Xia Song Alina Stoica Saurabh Tiwary Tong Wang RALM 108 2,698 0 28 Nov 2016
Hard-Aware Deeply Cascaded Embedding Yuhui Yuan Kuiyuan Yang Chao Zhang 71 301 0 17 Nov 2016
Deep Feature Learning with Relative Distance Comparison for Person Re-identification Shengyong Ding Liang Lin Guangrun Wang Hongyang Chao 62 669 0 11 Dec 2015
Deep Metric Learning via Lifted Structured Feature Embedding Hyun Oh Song Yu Xiang Stefanie Jegelka Silvio Savarese FedML SSL DML 72 1,641 0 19 Nov 2015
Wide-Area Image Geolocalization with Aerial Reference Imagery Scott Workman Richard Souvenir Nathan Jacobs 39 327 0 13 Oct 2015
Learning to Hash for Indexing Big Data - A Survey Jun Wang Wen Liu Sanjiv Kumar Shih-Fu Chang 51 512 0 17 Sep 2015
FaceNet: A Unified Embedding for Face Recognition and Clustering Florian Schroff Dmitry Kalenichenko James Philbin 3DH 272 13,079 0 12 Mar 2015