Self-supervised Learning in Remote Sensing: A Review

27 June 2022

Yi Wang

C. Albrecht

Nassim Ait Ali Braham

Lichao Mou

Xiao Xiang Zhu

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Papers citing "Self-supervised Learning in Remote Sensing: A Review"

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Title
Very High-Resolution Forest Mapping with TanDEM-X InSAR Data and Self-Supervised Learning José-Luis Bueso-Bello Benjamin Chauvel Daniel Carcereri Philipp Posovszky Pietro Milillo ... Juan-Carlos Fernández-Diaz Carolina González Michele Martone Ronny Hänsch Paola Rizzoli 29 0 0 06 May 2025
Towards a Unified Copernicus Foundation Model for Earth Vision Yi Wang Zhitong Xiong Chenying Liu Adam J. Stewart Thomas Dujardin ... Angelos Zavras Franziska Gerken Ioannis Papoutsis Laura Leal-Taixé Xiao Xiang Zhu 50 1 0 14 Mar 2025
A Review on Self-Supervised Learning for Time Series Anomaly Detection: Recent Advances and Open Challenges Aitor Sánchez-Ferrera Borja Calvo Jose A. Lozano AI4TS 37 0 0 28 Jan 2025
CureGraph: Contrastive Multi-Modal Graph Representation Learning for Urban Living Circle Health Profiling and Prediction Jinlin Li Xiao Zhou 36 0 0 13 Jan 2025
Detection of Animal Movement from Weather Radar using Self-Supervised Learning Mubin Ul Haque J. Dabrowski Rebecca M. Rogers Hazel Parry SSL 26 0 0 08 Aug 2024
Paving the way toward foundation models for irregular and unaligned Satellite Image Time Series Iris Dumeur Silvia Valero Jordi Inglada 37 3 0 11 Jul 2024
CromSS: Cross-modal pre-training with noisy labels for remote sensing image segmentation Chenying Liu C. Albrecht Yi Wang Xiao Xiang Zhu 62 2 0 02 May 2024
Point-JEPA: A Joint Embedding Predictive Architecture for Self-Supervised Learning on Point Cloud Ayumu Saito Prachi Kudeshia Jiju Poovvancheri 3DPC 42 7 0 25 Apr 2024
Hyperspectral unmixing for Raman spectroscopy via physics-constrained autoencoders Dimitar Georgiev Álvaro Fernández-Galiana Simon Vilms Pedersen Georgios Papadopoulos Ruoxiao Xie Molly M. Stevens Mauricio Barahona 34 3 0 07 Mar 2024
Towards Urban General Intelligence: A Review and Outlook of Urban Foundation Models Weijiao Zhang Jindong Han Zhao Xu Hang Ni Hao Liu Hui Xiong Hui Xiong AI4CE 77 15 0 30 Jan 2024
PhilEO Bench: Evaluating Geo-Spatial Foundation Models Casper Fibaek Luke Camilleri Andreas Luyts Nikolaos Dionelis B. L. Saux 44 16 0 09 Jan 2024
Predicting Gradient is Better: Exploring Self-Supervised Learning for SAR ATR with a Joint-Embedding Predictive Architecture Wei-Jang Li Yang Wei Tianpeng Liu Yuenan Hou Yuxuan Li Zhen Liu Yongxiang Liu Li Liu 25 18 0 26 Nov 2023
Learning Tri-modal Embeddings for Zero-Shot Soundscape Mapping Subash Khanal S. Sastry A. Dhakal Nathan Jacobs 48 8 0 19 Sep 2023
Joint multi-modal Self-Supervised pre-training in Remote Sensing: Application to Methane Source Classification P. Berg M. Pham Nicolas Courty SSL 25 2 0 16 Jun 2023
SSL4EO-L: Datasets and Foundation Models for Landsat Imagery Adam J. Stewart Nils Lehmann Isaac Corley Yi Wang Yi-Chia Chang Nassim Ait Ali Braham Shradha Sehgal Caleb Robinson Arindam Banerjee 29 29 0 15 Jun 2023
Active Learning Guided Fine-Tuning for enhancing Self-Supervised Based Multi-Label Classification of Remote Sensing Images Lars Möllenbrok Begum Demir 16 3 0 12 Jun 2023
FireRisk: A Remote Sensing Dataset for Fire Risk Assessment with Benchmarks Using Supervised and Self-supervised Learning Shuchang Shen Sachith Seneviratne Xinye Wanyan M. Kirley 41 13 0 13 Mar 2023
Supervised and Contrastive Self-Supervised In-Domain Representation Learning for Dense Prediction Problems in Remote Sensing Ali Ghanbarzade Hossein Soleimani SSL 31 0 0 29 Jan 2023
A Novel Semisupervised Contrastive Regression Framework for Forest Inventory Mapping with Multisensor Satellite Data Shaojia Ge Hong Gu W. Su Anne Lonnqvist O. Antropov 30 4 0 01 Dec 2022
Self-supervised remote sensing feature learning: Learning Paradigms, Challenges, and Future Works Chao Tao Ji Qi Mingning Guo Qing Zhu Haifeng Li SSL 24 56 0 15 Nov 2022
SSL4EO-S12: A Large-Scale Multi-Modal, Multi-Temporal Dataset for Self-Supervised Learning in Earth Observation Yi Wang Nassim Ait Ali Braham Zhitong Xiong Chenying Liu C. Albrecht Xiao Xiang Zhu 26 71 0 13 Nov 2022
HyperNet: Self-Supervised Hyperspectral Spatial-Spectral Feature Understanding Network for Hyperspectral Change Detection Meiqi Hu Chen Wu L. Zhang SSL 31 57 0 20 Jul 2022
Continual Barlow Twins: continual self-supervised learning for remote sensing semantic segmentation V. Marsocci Simone Scardapane CLL 33 25 0 23 May 2022
Self-Supervised Learning for Invariant Representations from Multi-Spectral and SAR Images P. Jain Bianca Schoen-Phelan R. Ross 24 32 0 04 May 2022
AiTLAS: Artificial Intelligence Toolbox for Earth Observation I. Dimitrovski Ivan Kitanovski P. Panov Nikola Simidjievski D. Kocev 29 10 0 21 Jan 2022
Semi-Supervised Contrastive Learning for Remote Sensing: Identifying Ancient Urbanization in the South Central Andes Jiachen Xu Junlin Guo James Zimmer-Dauphinee Quan Liu Yuxuan Shi Zuhayr Asad D. Mitchell Wilkes Parker VanValkenburgh Steven A. Wernke Yuankai Huo SSL 24 2 0 13 Dec 2021
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 305 7,443 0 11 Nov 2021
Homography augumented momentum constrastive learning for SAR image retrieval Seonho Park M. Rysz Kathleen M. Dipple P. Pardalos 28 1 0 21 Sep 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 317 5,785 0 29 Apr 2021
Understanding self-supervised Learning Dynamics without Contrastive Pairs Yuandong Tian Xinlei Chen Surya Ganguli SSL 138 279 0 12 Feb 2021
Self-supervised pre-training enhances change detection in Sentinel-2 imagery Marrit Leenstra Diego Marcos F. Bovolo D. Tuia SSL 72 42 0 20 Jan 2021
Semantic Segmentation of Remote Sensing Images with Sparse Annotations Yuansheng Hua Diego Marcos Lichao Mou Xiaoxiang Zhu D. Tuia 33 81 0 10 Jan 2021
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 267 3,371 0 09 Mar 2020
Self-Supervised Feature Learning by Learning to Spot Artifacts Simon Jenni Paolo Favaro SSL 147 127 0 13 Jun 2018
Boosting Self-Supervised Learning via Knowledge Transfer M. Noroozi Ananth Vinjimoor Paolo Favaro Hamed Pirsiavash SSL 209 292 0 01 May 2018
Efficient Estimation of Word Representations in Vector Space Tomáš Mikolov Kai Chen G. Corrado J. Dean 3DV 242 31,257 0 16 Jan 2013