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"

50 / 111 papers shown

Title
seq-JEPA: Autoregressive Predictive Learning of Invariant-Equivariant World Models Hafez Ghaemi Eilif Muller Shahab Bakhtiari 49 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 62 0 0 28 Apr 2025
Impact of Language Guidance: A Reproducibility Study Cherish Puniani Advika Sinha Shree Singhi Aayan Yadav VLM 47 0 0 10 Apr 2025
Variational Self-Supervised Learning Mehmet Can Yavuz Berrin Yanikoglu SSL 102 0 0 06 Apr 2025
MIM-Refiner: A Contrastive Learning Boost from Intermediate Pre-Trained Representations Benedikt Alkin Lukas Miklautz Sepp Hochreiter Johannes Brandstetter VLM 71 8 0 24 Feb 2025
Time Series Embedding Methods for Classification Tasks: A Review Yasamin Ghahremani Vangelis Metsis AI4TS 36 0 0 23 Jan 2025
Keypoint Aware Masked Image Modelling Madhava Krishna Convin.AI 73 0 0 03 Jan 2025
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 74 0 0 05 Dec 2024
Contrastive Learning with Synthetic Positives Dewen Zeng Yawen Wu Xinrong Hu Xiaowei Xu Yiyu Shi SyDa SSL 54 1 0 30 Aug 2024
Unsupervised Representation Learning by Balanced Self Attention Matching Daniel Shalam Simon Korman SSL 38 0 0 04 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 38 3 0 18 Jul 2024
STARS: Self-supervised Tuning for 3D Action Recognition in Skeleton Sequences Soroush Mehraban Mohammad Javad Rajabi Babak Taati 3DPC 29 0 0 15 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 52 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 37 0 0 10 Jun 2024
A Review on Discriminative Self-supervised Learning Methods in Computer Vision Nikolaos Giakoumoglou Tania Stathaki Athanasios Gkelias SSL 64 0 0 08 May 2024
Heterogeneous Contrastive Learning for Foundation Models and Beyond Lecheng Zheng Baoyu Jing Zihao Li Hanghang Tong Jingrui He VLM 38 19 0 30 Mar 2024
uaMix-MAE: Efficient Tuning of Pretrained Audio Transformers with Unsupervised Audio Mixtures Afrina Tabassum Dung N. Tran Trung D. Q. Dang Ismini Lourentzou K. Koishida 47 0 0 14 Mar 2024
LeOCLR: Leveraging Original Images for Contrastive Learning of Visual Representations Mohammad Alkhalefi Georgios Leontidis Mingjun Zhong 63 2 0 11 Mar 2024
Incorporating simulated spatial context information improves the effectiveness of contrastive learning models Lizhen Zhu James Z. Wang Wonseuk Lee Bradley P. Wyble 40 2 0 26 Jan 2024
LDReg: Local Dimensionality Regularized Self-Supervised Learning Hanxun Huang R. Campello S. Erfani Xingjun Ma Michael E. Houle James Bailey 38 5 0 19 Jan 2024
Improving Self-supervised Molecular Representation Learning using Persistent Homology Yuankai Luo Lei Shi Veronika Thost SSL 34 8 0 29 Nov 2023
Active Foundational Models for Fault Diagnosis of Electrical Motors Sriram Anbalagan GP SaiShashank D. Agarwal Balasubramaniam Natarajan Babji Srinivasan AI4CE 30 0 0 27 Nov 2023
CrIBo: Self-Supervised Learning via Cross-Image Object-Level Bootstrapping Tim Lebailly Thomas Stegmüller Behzad Bozorgtabar Jean-Philippe Thiran Tinne Tuytelaars SSL 52 6 0 11 Oct 2023
Adaptive Multi-head Contrastive Learning Lei Wang Piotr Koniusz Tom Gedeon Liang Zheng 35 4 0 09 Oct 2023
Enhancing Representations through Heterogeneous Self-Supervised Learning Zhongyu Li Bo-Wen Yin Yongxiang Liu Li Liu Ming-Ming Cheng SSL 28 2 0 08 Oct 2023
See to Touch: Learning Tactile Dexterity through Visual Incentives Irmak Güzey Yinlong Dai Ben Evans Soumith Chintala Lerrel Pinto 23 30 0 21 Sep 2023
Sound Source Localization is All about Cross-Modal Alignment Arda Senocak H. Ryu Junsik Kim Tae-Hyun Oh Hanspeter Pfister Joon Son Chung 36 18 0 19 Sep 2023
Understanding the limitations of self-supervised learning for tabular anomaly detection Kimberly T. Mai Toby O. Davies Lewis D. Griffin SSL 29 0 0 15 Sep 2023
Trust your Good Friends: Source-free Domain Adaptation by Reciprocal Neighborhood Clustering Shiqi Yang Yaxing Wang Joost van de Weijer Luis Herranz Shangling Jui Jian Yang TTA 30 11 0 01 Sep 2023
CoNe: Contrast Your Neighbours for Supervised Image Classification Mingkai Zheng Shan You Lang Huang Xiu Su Fei Wang Chao Qian Xiaogang Wang Chang Xu VLM 26 0 0 21 Aug 2023
pNNCLR: Stochastic Pseudo Neighborhoods for Contrastive Learning based Unsupervised Representation Learning Problems Momojit Biswas Himanshu Buckchash Dilip K. Prasad SSL 26 7 0 14 Aug 2023
Stochastic positional embeddings improve masked image modeling Amir Bar Florian Bordes Assaf Shocher Mahmoud Assran Pascal Vincent Nicolas Ballas Trevor Darrell Amir Globerson Yann LeCun 28 3 0 31 Jul 2023
MC-JEPA: A Joint-Embedding Predictive Architecture for Self-Supervised Learning of Motion and Content Features Adrien Bardes Jean Ponce Yann LeCun MDE 36 23 0 24 Jul 2023
Hallucination Improves the Performance of Unsupervised Visual Representation Learning Jing Wu Jennifer Hobbs N. Hovakimyan SSL 29 21 0 22 Jul 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
WizMap: Scalable Interactive Visualization for Exploring Large Machine Learning Embeddings Zijie J. Wang Fred Hohman Duen Horng Chau 34 20 0 15 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 25 0 13 Jun 2023
Unraveling Projection Heads in Contrastive Learning: Insights from Expansion and Shrinkage Yu Gui Cong Ma Yiqiao Zhong 22 6 0 06 Jun 2023
Contrastive Tuning: A Little Help to Make Masked Autoencoders Forget Johannes Lehner Benedikt Alkin Andreas Fürst Elisabeth Rumetshofer Lukas Miklautz Sepp Hochreiter 23 18 0 20 Apr 2023
Denoising Cosine Similarity: A Theory-Driven Approach for Efficient Representation Learning Takumi Nakagawa Y. Sanada Hiroki Waida Yuhui Zhang Yuichiro Wada K. Takanashi Tomonori Yamada Takafumi Kanamori DiffM 19 5 0 19 Apr 2023
CiPR: An Efficient Framework with Cross-instance Positive Relations for Generalized Category Discovery Shaozhe Hao Kai Han Kwan-Yee K. Wong 46 16 0 14 Apr 2023
Hindi as a Second Language: Improving Visually Grounded Speech with Semantically Similar Samples H. Ryu Arda Senocak In So Kweon Joon Son Chung VLM 26 8 0 30 Mar 2023
Soft Neighbors are Positive Supporters in Contrastive Visual Representation Learning Chongjian Ge Jiangliu Wang Zhan Tong Shoufa Chen Yibing Song Ping Luo SSL 22 27 0 30 Mar 2023
Active Self-Supervised Learning: A Few Low-Cost Relationships Are All You Need Vivien A. Cabannes Léon Bottou Yann LeCun Randall Balestriero 45 13 0 27 Mar 2023
Multi-view Feature Extraction based on Triple Contrastive Heads Hongjie Zhang 11 0 0 22 Mar 2023
Towards Democratizing Joint-Embedding Self-Supervised Learning Florian Bordes Randall Balestriero Pascal Vincent 27 20 0 03 Mar 2023
Learning Common Rationale to Improve Self-Supervised Representation for Fine-Grained Visual Recognition Problems Yangyang Shu Anton Van Den Hengel Lingqiao Liu SSL 33 14 0 03 Mar 2023
Evolutionary Augmentation Policy Optimization for Self-supervised Learning Noah Barrett Zahra Sadeghi Stan Matwin 30 3 0 02 Mar 2023
Layer Grafted Pre-training: Bridging Contrastive Learning And Masked Image Modeling For Label-Efficient Representations Ziyu Jiang Yinpeng Chen Mengchen Liu Dongdong Chen Xiyang Dai Lu Yuan Zicheng Liu Zhangyang Wang SSL VLM CLIP 35 16 0 27 Feb 2023
Learning Visual Representations via Language-Guided Sampling Mohamed El Banani Karan Desai Justin Johnson SSL VLM 19 28 0 23 Feb 2023