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With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations

29 April 2021

Papers citing "With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations"

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Title
Object Concepts Emerge from Motion H. Liang Xiaohui Wang Zhichao Li Y. Yang Naiyan Wang VOS OCL 45 0 0 27 May 2025
Self-Organizing Visual Prototypes for Non-Parametric Representation Learning T. Silva Hélio Pedrini Adín Ramirez Rivera 27 0 0 23 May 2025
SSPS: Self-Supervised Positive Sampling for Robust Self-Supervised Speaker Verification Theo Lepage Reda Dehak 69 1 0 20 May 2025
AdaDim: Dimensionality Adaptation for SSL Representational Dynamics Kiran Kokilepersaud Mohit Prabhushankar Ghassan AlRegib 73 0 0 18 May 2025
seq-JEPA: Autoregressive Predictive Learning of Invariant-Equivariant World Models Hafez Ghaemi Eilif Muller Shahab Bakhtiari 154 0 0 06 May 2025
EcoWikiRS: Learning Ecological Representation of Satellite Images from Weak Supervision with Species Observations and Wikipedia Valerie Zermatten J. Castillo-Navarro Pallavi Jain D. Tuia Diego Marcos 126 1 0 28 Apr 2025
Impact of Language Guidance: A Reproducibility Study Cherish Puniani Advika Sinha Shree Singhi Aayan Yadav VLM 194 0 0 10 Apr 2025
Evolutionary algorithms meet self-supervised learning: a comprehensive survey Adriano Vinhas João Correia Penousal Machado SSL SyDa 125 0 0 09 Apr 2025
Variational Self-Supervised Learning Mehmet Can Yavuz Berrin Yanikoglu SSL 176 0 0 06 Apr 2025
ChA-MAEViT: Unifying Channel-Aware Masked Autoencoders and Multi-Channel Vision Transformers for Improved Cross-Channel Learning Chau Pham Juan C. Caicedo Bryan A. Plummer 73 0 0 25 Mar 2025
Conjuring Positive Pairs for Efficient Unification of Representation Learning and Image Synthesis Imanol G. Estepa Jesús M. Rodríguez-de-Vera Ignacio Sarasúa Bhalaji Nagarajan Petia Radeva 184 0 0 19 Mar 2025
MIM-Refiner: A Contrastive Learning Boost from Intermediate Pre-Trained Representations Benedikt Alkin Lukas Miklautz Sepp Hochreiter Johannes Brandstetter VLM 251 8 0 24 Feb 2025
Time Series Embedding Methods for Classification Tasks: A Review Habib Irani Yasamin Ghahremani Arshia Kermani Vangelis Metsis AI4TS 190 0 0 23 Jan 2025
Keypoint Aware Masked Image Modelling Madhava Krishna Convin.AI 124 0 0 03 Jan 2025
Adaptivity can help exponentially for shadow tomography Sitan Chen Weiyuan Gong Zhihan Zhang 86 0 0 26 Dec 2024
WildPPG: A Real-World PPG Dataset of Long Continuous Recordings Manuel Meier B. U. Demirel Christian Holz 58 1 0 23 Dec 2024
CLIP-PING: Boosting Lightweight Vision-Language Models with Proximus Intrinsic Neighbors Guidance Chu Myaet Thwal Ye Lin Tun Minh N. H. Nguyen Eui-nam Huh Choong Seon Hong VLM 163 0 0 05 Dec 2024
Gen-SIS: Generative Self-augmentation Improves Self-supervised Learning Varun Belagali Srikar Yellapragada Alexandros Graikos S. Kapse Zilinghan Li Tarak Nandi Ravi K. Madduri Prateek Prasanna Joel H. Saltz Dimitris Samaras DiffM 139 2 0 02 Dec 2024
PR-MIM: Delving Deeper into Partial Reconstruction in Masked Image Modeling Zhong-Yu Li Yunheng Li Deng-Ping Fan Ming-Ming Cheng 167 0 0 24 Nov 2024
Preventing Dimensional Collapse in Self-Supervised Learning via Orthogonality Regularization Junlin He Jinxiao Du Wei Ma SSL 113 1 0 01 Nov 2024
Preventing Model Collapse in Deep Canonical Correlation Analysis by Noise Regularization Junlin He Jinxiao Du Susu Xu Wei Ma 57 0 0 01 Nov 2024
HEX: Hierarchical Emergence Exploitation in Self-Supervised Algorithms Kiran Kokilepersaud Seulgi Kim Mohit Prabhushankar Ghassan AlRegib 78 2 0 30 Oct 2024
ReMix: Training Generalized Person Re-identification on a Mixture of Data Timur Mamedov Anton Konushin Vadim Konushin 58 1 0 29 Oct 2024
SigCLR: Sigmoid Contrastive Learning of Visual Representations Ömer Veysel Çağatan 59 0 0 22 Oct 2024
Dynamic Contrastive Learning for Time Series Representation Abdul-Kazeem Shamba Kerstin Bach Gavin Taylor AI4TS 63 0 0 20 Oct 2024
Feature Augmentation for Self-supervised Contrastive Learning: A Closer Look Yong Zhang Rui Zhu Shifeng Zhang Xu Zhou Shifeng Chen Xiaofan Chen SSL 65 0 0 16 Oct 2024
LVD-2M: A Long-take Video Dataset with Temporally Dense Captions Tianwei Xiong Yuqing Wang Daquan Zhou Zhijie Lin Jiashi Feng Xihui Liu VGen 106 10 0 14 Oct 2024
Sparks of Artificial General Intelligence(AGI) in Semiconductor Material Science: Early Explorations into the Next Frontier of Generative AI-Assisted Electron Micrograph Analysis Sakhinana Sagar Srinivas Geethan Sannidhi Sreeja Gangasani Chidaksh Ravuru Venkataramana Runkana 86 0 0 17 Sep 2024
Explicit Mutual Information Maximization for Self-Supervised Learning Lele Chang Peilin Liu Qinghai Guo Fei Wen SSL 75 0 0 07 Sep 2024
Contrastive Learning with Synthetic Positives Dewen Zeng Yawen Wu Xinrong Hu Xiaowei Xu Yiyu Shi SyDa SSL 133 1 0 30 Aug 2024
Multi-Modal Instruction-Tuning Small-Scale Language-and-Vision Assistant for Semiconductor Electron Micrograph Analysis Sakhinana Sagar Srinivas Geethan Sannidhi Venkataramana Runkana 97 1 0 27 Aug 2024
Hierarchical Network Fusion for Multi-Modal Electron Micrograph Representation Learning with Foundational Large Language Models Sakhinana Sagar Srinivas Geethan Sannidhi Venkataramana Runkana 99 0 0 24 Aug 2024
Preliminary Investigations of a Multi-Faceted Robust and Synergistic Approach in Semiconductor Electron Micrograph Analysis: Integrating Vision Transformers with Large Language and Multimodal Models Sakhinana Sagar Srinivas Geethan Sannidhi Sreeja Gangasani Chidaksh Ravuru Venkataramana Runkana 99 0 0 24 Aug 2024
Vision HgNN: An Electron-Micrograph is Worth Hypergraph of Hypernodes Sakhinana Sagar Srinivas Rajat Kumar Sarkar Sreeja Gangasani Venkataramana Runkana 100 2 0 21 Aug 2024
EEG-SCMM: Soft Contrastive Masked Modeling for Cross-Corpus EEG-Based Emotion Recognition Qile Liu Weishan Ye Yulu Liu Zhen Liang 100 0 0 17 Aug 2024
Bootstrap Latents of Nodes and Neighbors for Graph Self-Supervised Learning Yunhui Liu Huaisong Zhang Tieke He Tao Zheng Jianhua Zhao SSL 75 6 0 09 Aug 2024
Unsupervised Representation Learning by Balanced Self Attention Matching Daniel Shalam Simon Korman SSL 102 0 0 04 Aug 2024
Text-Guided Video Masked Autoencoder D. Fan Jue Wang Shuai Liao Zhikang Zhang Vimal Bhat Xinyu Li VGen 57 3 0 01 Aug 2024
Aligning Sight and Sound: Advanced Sound Source Localization Through Audio-Visual Alignment Arda Senocak H. Ryu Junsik Kim Tae-Hyun Oh Hanspeter Pfister Joon Son Chung 111 4 0 18 Jul 2024
Efficient Unsupervised Visual Representation Learning with Explicit Cluster Balancing Ioannis Maniadis Metaxas Georgios Tzimiropoulos Ioannis Patras SSL 102 0 0 15 Jul 2024
STARS: Self-supervised Tuning for 3D Action Recognition in Skeleton Sequences Soroush Mehraban Mohammad Javad Rajabi Babak Taati 3DPC 93 1 0 15 Jul 2024
Precision at Scale: Domain-Specific Datasets On-Demand Jesús M. Rodríguez-de-Vera Imanol G. Estepa Ignacio Sarasúa Bhalaji Nagarajan Petia Radeva 87 2 0 03 Jul 2024
Learning from Memory: Non-Parametric Memory Augmented Self-Supervised Learning of Visual Features T. Silva Hélio Pedrini Adín Ramírez Rivera SSL 57 4 0 03 Jul 2024
A Generic Method for Fine-grained Category Discovery in Natural Language Texts Chang Tian Matthew B. Blaschko Wenpeng Yin Mingzhe Xing Yinliang Yue Marie-Francine Moens 157 2 0 18 Jun 2024
Latent Representation Matters: Human-like Sketches in One-shot Drawing Tasks Victor Boutin Rishav Mukherji Aditya Agrawal Sabine Muzellec Thomas Fel Thomas Serre Rufin VanRullen DiffM 135 1 0 10 Jun 2024
An Unsupervised Approach for Periodic Source Detection in Time Series B. U. Demirel Christian Holz AI4TS 66 1 0 01 Jun 2024
Efficient Open Set Single Image Test Time Adaptation of Vision Language Models Manogna Sreenivas Soma Biswas VLM 76 0 0 01 Jun 2024
Self-Supervised Learning Based Handwriting Verification Mihir Chauhan Mohammad Abuzar Shaikh Abhishek Satbhai Mir Basheer Ali B. Ramamurthy Mingchen Gao Siwei Lyu Sargur Srihari 76 2 0 28 May 2024
Bridging Mini-Batch and Asymptotic Analysis in Contrastive Learning: From InfoNCE to Kernel-Based Losses Panagiotis Koromilas Giorgos Bouritsas Theodoros Giannakopoulos M. Nicolaou Yannis Panagakis 73 2 0 28 May 2024
Automatic Data Curation for Self-Supervised Learning: A Clustering-Based Approach Huy V. Vo Vasil Khalidov Timothée Darcet Théo Moutakanni Nikita Smetanin ... Maxime Oquab Armand Joulin Hervé Jégou Patrick Labatut Piotr Bojanowski SSL 161 23 0 24 May 2024