Self-Supervised Multisensor Change Detection

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Self-Supervised Multisensor Change Detection

IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2021

12 February 2021

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Papers citing "Self-Supervised Multisensor Change Detection"

17 / 17 papers shown

Title
A Survey of Sample-Efficient Deep Learning for Change Detection in Remote Sensing: Tasks, Strategies, and ChallengesIEEE Geoscience and Remote Sensing Magazine (GRSM), 2025 Lei Ding Danfeng Hong Maofan Zhao Hongruixuan Chen Chenyu Li Jie Deng Xiangwei Zhu Lorenzo Bruzzone J. Chanussot 273 12 0 05 Feb 2025
Self-supervised learning unveils change in urban housing from street-level imagesComputers, Environment and Urban Systems (CEUS), 2023 Steven Stalder Michele Volpi Nicolas Büttner Stephen Law K. Harttgen Esra Suel SSL 181 10 0 20 Sep 2023
GraSS: Contrastive Learning with Gradient Guided Sampling Strategy for Remote Sensing Image Semantic SegmentationIEEE Transactions on Geoscience and Remote Sensing (TGRS), 2023 Zhaoyang Zhang Zhen Ren Chao Tao Yunsheng Zhang Cheng-Shuang Peng Haifeng Li SSL 329 17 0 28 Jun 2023
DiffUCD:Unsupervised Hyperspectral Image Change Detection with Semantic Correlation Diffusion Model Xiangrong Zhang Shunli Tian Guanchun Wang Huiyu Zhou Licheng Jiao DiffM 150 10 0 21 May 2023
DC3DCD: unsupervised learning for multiclass 3D point cloud change detectionIsprs Journal of Photogrammetry and Remote Sensing (ISPRS J. Photogramm. Remote Sens.), 2023 Iris de Gélis Sébastien Lefèvre Thomas Corpetti 3DPC 217 8 0 09 May 2023
CMID: A Unified Self-Supervised Learning Framework for Remote Sensing Image UnderstandingIEEE Transactions on Geoscience and Remote Sensing (TGRS), 2023 Dilxat Muhtar Xue-liang Zhang Pengfeng Xiao Zhenshi Li Feng-Xue Gu SSL 256 92 0 19 Apr 2023
Self-Supervised Multimodal Learning: A SurveyIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023 Yongshuo Zong Oisin Mac Aodha Timothy M. Hospedales SSL 315 85 0 31 Mar 2023
Unsupervised Flood Detection on SAR Time Series Ritu Yadav A. Nascetti Hossein Azizpour Y. Ban 173 9 0 07 Dec 2022
Self-supervised remote sensing feature learning: Learning Paradigms, Challenges, and Future WorksIEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), 2022 Chao Tao Ji Qi Mingning Guo Qing Zhu Haifeng Li SSL 208 74 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 213 92 0 13 Nov 2022
Multimodal contrastive learning for remote sensing tasks Umang Jain Alex Wilson Varun Gulshan SSL 246 28 0 06 Sep 2022
Graph Signal Processing for Heterogeneous Change Detection Part I: Vertex Domain FilteringIEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), 2022 Yuli Sun Lin Lei Dongdong Guan Gangyao Kuang Tianpeng Liu 97 24 0 03 Aug 2022
HyperNet: Self-Supervised Hyperspectral Spatial-Spectral Feature Understanding Network for Hyperspectral Change DetectionIEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), 2022 Meiqi Hu Chen Wu Guang Dai SSL 184 69 0 20 Jul 2022
Self-supervised Learning in Remote Sensing: A ReviewIEEE Geoscience and Remote Sensing Magazine (GRSM), 2022 Yi Wang C. Albrecht Nassim Ait Ali Braham Lichao Mou Xiao Xiang Zhu 402 291 0 27 Jun 2022
Semantic-aware Dense Representation Learning for Remote Sensing Image Change DetectionIEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), 2022 Hao Chen Wenyuan Li Songhang Chen Zhenwei Shi 208 46 0 27 May 2022
SEN12MS-CR-TS: A Remote Sensing Data Set for Multi-modal Multi-temporal Cloud RemovalIEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), 2022 Patrick Ebel Yajin Xu M. Schmitt Xiaoxiang Zhu 187 116 0 24 Jan 2022
Self-supervised Remote Sensing Images Change Detection at Pixel-level Yuxing Chen Lorenzo Bruzzone SSL 222 21 0 18 May 2021