Self-supervised pre-training enhances change detection in Sentinel-2
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Self-supervised pre-training enhances change detection in Sentinel-2 imagery

20 January 2021

Marrit Leenstra

Papers citing "Self-supervised pre-training enhances change detection in Sentinel-2 imagery"

16 / 16 papers shown

Title
Generalizable Disaster Damage Assessment via Change Detection with Vision Foundation Model Kyeongjin Ahn Sungwon Han Sungwon Park Jihee Kim Sangyoon Park Meeyoung Cha 30 2 0 12 Jun 2024
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
Unsupervised CD in satellite image time series by contrastive learning and feature tracking Yuxing Chen Lorenzo Bruzzone SSL 13 4 0 22 Apr 2023
Deep Metric Learning for Unsupervised Remote Sensing Change Detection W. G. C. Bandara Vishal M. Patel 31 5 0 16 Mar 2023
Contrastive pretraining for semantic segmentation is robust to noisy positive pairs Sebastian Gerard Josephine Sullivan 24 1 0 24 Nov 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
EarthNets: Empowering AI in Earth Observation Zhitong Xiong Fahong Zhang Yi Wang Yilei Shi Xiao Xiang Zhu 86 73 0 10 Oct 2022
Self-supervised Learning in Remote Sensing: A Review Yi Wang C. Albrecht Nassim Ait Ali Braham Lichao Mou Xiao Xiang Zhu 24 218 0 27 Jun 2022
Inferring 3D change detection from bitemporal optical images V. Marsocci V. Coletta R. Ravanelli Simone Scardapane M. Crespi 3DPC 28 19 0 31 May 2022
Semantic-aware Dense Representation Learning for Remote Sensing Image Change Detection Hao Chen Wenyuan Li Songhang Chen Zhenwei Shi 25 38 0 27 May 2022
Self-supervised learning -- A way to minimize time and effort for precision agriculture? Michael Marszalek Bertrand Le Saux P. Mathieu A. Nowakowski Daniel Springer 19 7 0 05 Apr 2022
Supervising Remote Sensing Change Detection Models with 3D Surface Semantics Isaac Corley Peyman Najafirad 3DPC 19 6 0 26 Feb 2022
Semantic decoupled representation learning for remote sensing image change detection Hao Chen Y. Zao Liqin Liu Songhang Chen Zhenwei Shi 16 9 0 15 Jan 2022
Change Detection Meets Visual Question Answering Zhenghang Yuan Lichao Mou Zhitong Xiong Xiaoxiang Zhu 21 43 0 12 Dec 2021
Evaluating Self and Semi-Supervised Methods for Remote Sensing Segmentation Tasks Chaitanya Patel Shashank Sharma Valerie J. Pasquarella Varun Gulshan SSL 21 15 0 19 Nov 2021
Self-supervised Remote Sensing Images Change Detection at Pixel-level Yuxing Chen Lorenzo Bruzzone SSL 22 18 0 18 May 2021