A Contrastive Learning Foundation Model Based on Perfectly Aligned Sample Pairs for Remote Sensing Images

26 May 2025

Papers citing "A Contrastive Learning Foundation Model Based on Perfectly Aligned Sample Pairs for Remote Sensing Images"

45 / 45 papers shown

Title
LeOCLR: Leveraging Original Images for Contrastive Learning of Visual Representations Mohammad Alkhalefi Georgios Leontidis Mingjun Zhong 145 3 0 11 Mar 2024
SkySense: A Multi-Modal Remote Sensing Foundation Model Towards Universal Interpretation for Earth Observation Imagery Xin Guo Jiangwei Lao Bo Dang Yingying Zhang Lei Yu ... Jian Wang Jingdong Chen Ming Yang Yongjun Zhang Yansheng Li 86 124 0 15 Dec 2023
A Cookbook of Self-Supervised Learning Randall Balestriero Mark Ibrahim Vlad Sobal Ari S. Morcos Shashank Shekhar ... Pierre Fernandez Amir Bar Hamed Pirsiavash Yann LeCun Micah Goldblum SyDa FedML SSL 69 277 0 24 Apr 2023
CMID: A Unified Self-Supervised Learning Framework for Remote Sensing Image Understanding Dilxat Muhtar Xue-liang Zhang Pengfeng Xiao Zhenshi Li Feng-Xue Gu SSL 58 53 0 19 Apr 2023
DINOv2: Learning Robust Visual Features without Supervision Maxime Oquab Timothée Darcet Théo Moutakanni Huy Q. Vo Marc Szafraniec ... Hervé Jégou Julien Mairal Patrick Labatut Armand Joulin Piotr Bojanowski VLM CLIP SSL 249 3,205 0 14 Apr 2023
Towards Geospatial Foundation Models via Continual Pretraining Matías Mendieta Boran Han Xingjian Shi Yi Zhu Chen Chen VLM AI4CE 72 69 0 09 Feb 2023
Nearest Neighbor-Based Contrastive Learning for Hyperspectral and LiDAR Data Classification Meng Wang Feng Gao Junyu Dong Hengchao Li Q. Du SSL 48 71 0 09 Jan 2023
Scale-MAE: A Scale-Aware Masked Autoencoder for Multiscale Geospatial Representation Learning Colorado Reed Ritwik Gupta Shufan Li S. Brockman Christopher Funk Brian Clipp Kurt Keutzer Salvatore Candido M. Uyttendaele Trevor Darrell 148 179 0 30 Dec 2022
Semantics-Consistent Feature Search for Self-Supervised Visual Representation Learning Kaiyou Song Shanyi Zhang Zihao An Zimeng Luo Tongzhou Wang Jin Xie SSL 42 7 0 13 Dec 2022
SatlasPretrain: A Large-Scale Dataset for Remote Sensing Image Understanding Favyen Bastani Piper Wolters Ritwik Gupta Joe Ferdinando Aniruddha Kembhavi 52 104 0 28 Nov 2022
MimCo: Masked Image Modeling Pre-training with Contrastive Teacher Qiang-feng Zhou Chaohui Yu Haowen Luo Zhibin Wang Hao Li VLM 81 21 0 07 Sep 2022
Advancing Plain Vision Transformer Towards Remote Sensing Foundation Model Di Wang Qiming Zhang Yufei Xu Jing Zhang Bo Du Dacheng Tao Lefei Zhang 57 252 0 08 Aug 2022
Contrastive Masked Autoencoders are Stronger Vision Learners Zhicheng Huang Xiaojie Jin Cheng Lu Qibin Hou Mingg-Ming Cheng Dongmei Fu Xiaohui Shen Jiashi Feng 81 150 0 27 Jul 2022
SatMAE: Pre-training Transformers for Temporal and Multi-Spectral Satellite Imagery Yezhen Cong Samarth Khanna Chenlin Meng Patrick Liu Erik Rozi Yutong He Marshall Burke David B. Lobell Stefano Ermon ViT 53 264 0 17 Jul 2022
Vision Transformer Adapter for Dense Predictions Zhe Chen Yuchen Duan Wenhai Wang Junjun He Tong Lu Jifeng Dai Yu Qiao 73 552 0 17 May 2022
Self-Supervised Learning for Invariant Representations from Multi-Spectral and SAR Images P. Jain Bianca Schoen-Phelan R. Ross 54 34 0 04 May 2022
TOV: The Original Vision Model for Optical Remote Sensing Image Understanding via Self-supervised Learning Chao Tao Ji Qi Guo Zhang Qing Zhu Weipeng Lu Haifeng Li 75 42 0 10 Apr 2022
An Empirical Study of Remote Sensing Pretraining Di Wang Jing Zhang Bo Du Guisong Xia Dacheng Tao EDL 56 193 0 06 Apr 2022
Crafting Better Contrastive Views for Siamese Representation Learning Xiang Peng Kai Wang Zheng Hua Zhu Mang Wang Yang You SSL 53 104 0 07 Feb 2022
Object-Aware Cropping for Self-Supervised Learning Shlok Kumar Mishra Anshul B. Shah Ankan Bansal Abhyuday N. Jagannatha Janit Anjaria Abhishek Sharma David Jacobs Dilip Krishnan SSL 41 23 0 01 Dec 2021
Benchmarking Detection Transfer Learning with Vision Transformers Yanghao Li Saining Xie Xinlei Chen Piotr Dollar Kaiming He Ross B. Girshick 50 168 0 22 Nov 2021
iBOT: Image BERT Pre-Training with Online Tokenizer Jinghao Zhou Chen Wei Huiyu Wang Wei Shen Cihang Xie Alan Yuille Tao Kong 59 722 0 15 Nov 2021
The Power of Contrast for Feature Learning: A Theoretical Analysis Wenlong Ji Zhun Deng Ryumei Nakada James Zou Linjun Zhang SSL 70 50 0 06 Oct 2021
Geographical Knowledge-driven Representation Learning for Remote Sensing Images Wenyuan Li Keyan Chen Hao Chen Zhenwei Shi SSL 47 68 0 12 Jul 2021
Toward Understanding the Feature Learning Process of Self-supervised Contrastive Learning Zixin Wen Yuanzhi Li SSL MLT 47 133 0 31 May 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 587 5,920 0 29 Apr 2021
Self-Supervised Learning of Remote Sensing Scene Representations Using Contrastive Multiview Coding Vladan Stojnić Vladimir Risojević SSL 53 111 0 14 Apr 2021
An Empirical Study of Training Self-Supervised Vision Transformers Xinlei Chen Saining Xie Kaiming He ViT 129 1,837 0 05 Apr 2021
Seasonal Contrast: Unsupervised Pre-Training from Uncurated Remote Sensing Data Oscar Manas Alexandre Lacoste Xavier Giró-i-Nieto David Vazquez Pau Rodríguez López 55 263 0 30 Mar 2021
Self-EMD: Self-Supervised Object Detection without ImageNet Songtao Liu Zeming Li Jian Sun SSL ObjD 81 93 0 27 Nov 2020
Propagate Yourself: Exploring Pixel-Level Consistency for Unsupervised Visual Representation Learning Zhenda Xie Yutong Lin Zheng Zhang Yue Cao Stephen Lin Han Hu SSL 89 412 0 19 Nov 2020
Geography-Aware Self-Supervised Learning Kumar Ayush Burak Uzkent Chenlin Meng Kumar Tanmay Marshall Burke David B. Lobell Stefano Ermon SSL 64 231 0 19 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 376 40,217 0 22 Oct 2020
MLRSNet: A Multi-label High Spatial Resolution Remote Sensing Dataset for Semantic Scene Understanding Xiaoman Qi P. Zhu Yuebin Wang Liqiang Zhang Junhuan Peng Mengfan Wu Jialong Chen Xudong Zhao Ning Zang P. Mathiopoulos 59 115 0 01 Oct 2020
Bootstrap your own latent: A new approach to self-supervised Learning Jean-Bastien Grill Florian Strub Florent Altché Corentin Tallec Pierre Harvey Richemond ... M. G. Azar Bilal Piot Koray Kavukcuoglu Rémi Munos Michal Valko SSL 276 6,718 0 13 Jun 2020
Understanding Contrastive Representation Learning through Alignment and Uniformity on the Hypersphere Tongzhou Wang Phillip Isola SSL 93 1,808 0 20 May 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 252 18,607 0 13 Feb 2020
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 113 12,007 0 13 Nov 2019
Contrastive Multiview Coding Yonglong Tian Dilip Krishnan Phillip Isola SSL 131 2,385 0 13 Jun 2019
Unified Perceptual Parsing for Scene Understanding Tete Xiao Yingcheng Liu Bolei Zhou Yuning Jiang Jian Sun OCL VOS 116 1,859 0 26 Jul 2018
Tile2Vec: Unsupervised representation learning for spatially distributed data Neal Jean Sherrie Wang Anshul Samar G. Azzari David B. Lobell Stefano Ermon SSL 58 197 0 08 May 2018
Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination Zhirong Wu Yuanjun Xiong Stella X. Yu Dahua Lin SSL 148 3,437 0 05 May 2018
Functional Map of the World Gordon A. Christie Neil Fendley James Wilson R. Mukherjee VGen 57 390 0 21 Nov 2017
AID: A Benchmark Dataset for Performance Evaluation of Aerial Scene Classification Gui-Song Xia Jingwen Hu Fan Hu Baoguang Shi X. Bai Yanfei Zhong Liangpei Zhang 57 1,711 0 18 Aug 2016
Fully Convolutional Networks for Dense Semantic Labelling of High-Resolution Aerial Imagery Jamie Sherrah SSeg 37 364 0 08 Jun 2016