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Global and Local Contrastive Self-Supervised Learning for Semantic Segmentation of HR Remote Sensing Images

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

20 June 2021

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Papers citing "Global and Local Contrastive Self-Supervised Learning for Semantic Segmentation of HR Remote Sensing Images"

27 / 27 papers shown

Title
DI3CL: Contrastive Learning With Dynamic Instances and Contour Consistency for SAR Land-Cover Classification Foundation Model Zhongle Ren Hui Ding Kai Wang B. Hou Xingyu Luo Weibin Li Licheng Jiao 128 0 0 11 Nov 2025
Learning with less: label-efficient land cover classification at very high spatial resolution using self-supervised deep learning Dakota Hester Vitor S. Martins Lucas B. Ferreira Thainara M. A. Lima SSL 313 0 0 04 Nov 2025
S5: Scalable Semi-Supervised Semantic Segmentation in Remote Sensing Liang Lv Di Wang Jing Zhang L. Zhang AI4TS 151 0 0 17 Aug 2025
RingMo-Aerial: An Aerial Remote Sensing Foundation Model With Affine Transformation Contrastive LearningIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024 Wenhui Diao Haichen Yu Kaiyue Kang Tong Ling Di Liu ... Hanbo Bi Libo Ren Xuexue Li Yongqiang Mao Xian Sun 827 8 0 20 Sep 2024
SSLChange: A Self-supervised Change Detection Framework Based on Domain Adaptation Yitao Zhao Turgay Celik Nanqing Liu Feng Gao Heng-Chao Li 220 10 0 28 May 2024
Multi-level Graph Subspace Contrastive Learning for Hyperspectral Image Clustering Jingxin Wang Renxiang Guan Kainan Gao Zihao Li Hao Li Xianju Li Chang-Fu Tang 176 3 0 08 Apr 2024
Contrastive Multi-view Subspace Clustering of Hyperspectral Images based on Graph Convolutional Networks Renxiang Guan Zihao Li Xianju Li Chang-Fu Tang Ruyi Feng 171 31 0 11 Dec 2023
USat: A Unified Self-Supervised Encoder for Multi-Sensor Satellite Imagery Jeremy Irvin Lucas Tao Joanne Zhou Yuntao Ma Langston Nashold Benjamin Liu Andrew Y. Ng ViT 187 33 0 02 Dec 2023
C-SAW: Self-Supervised Prompt Learning for Image Generalization in Remote SensingIndian Conference on Computer Vision, Graphics & Image Processing (ICVGIP), 2023 Avigyan Bhattacharya Mainak Singha Ankit Jha Biplab Banerjee SSL VLM 173 6 0 27 Nov 2023
CROMA: Remote Sensing Representations with Contrastive Radar-Optical Masked AutoencodersNeural Information Processing Systems (NeurIPS), 2023 A. Fuller K. Millard James R. Green 215 125 0 01 Nov 2023
CtxMIM: Context-Enhanced Masked Image Modeling for Remote Sensing Image UnderstandingACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) (TOMM), 2023 Mingming Zhang Qingjie Liu Yunhong Wang 320 9 0 28 Sep 2023
GenCo: An Auxiliary Generator from Contrastive Learning for Enhanced Few-Shot Learning in Remote SensingEuropean Conference on Artificial Intelligence (ECAI), 2023 Jing Wu N. Hovakimyan Jennifer Hobbs 148 18 0 27 Jul 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 297 17 0 28 Jun 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 240 92 0 19 Apr 2023
Enhancing Self-Supervised Learning for Remote Sensing with Elevation Data: A Case Study with Scarce And High Level Semantic Labels Omar A. Castaño-Idarraga Raúl Ramos-Pollán F. Kalaitzis 96 0 0 13 Apr 2023
A Billion-scale Foundation Model for Remote Sensing ImagesIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS), 2023 Keumgang Cha Junghoon Seo Taekyung Lee 227 94 0 11 Apr 2023
PointGame: Geometrically and Adaptively Masked Auto-Encoder on Point CloudsIEEE Transactions on Geoscience and Remote Sensing (TGRS), 2023 Yun-Hai Liu Xu Yan Zhilei Chen Zhiqi Li Zeyong Wei Mingqiang Wei 3DPC 160 6 0 23 Mar 2023
Supervised and Contrastive Self-Supervised In-Domain Representation Learning for Dense Prediction Problems in Remote Sensing Ali Ghanbarzade Hossein Soleimani SSL 146 0 0 29 Jan 2023
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 196 74 0 15 Nov 2022
False: False Negative Samples Aware Contrastive Learning for Semantic Segmentation of High-Resolution Remote Sensing ImageIEEE Geoscience and Remote Sensing Letters (GRSL), 2022 Zhaoyang Zhang Xuying Wang X. Mei Chao Tao Haifeng Li 152 22 0 15 Nov 2022
Improving Image Clustering through Sample Ranking and Its Application to remote--sensing imagesRemote Sensing (RS), 2022 Qing Li Guoping Qiu 170 2 0 26 Sep 2022
Metadata-enhanced contrastive learning from retinal optical coherence tomography images R. Holland Oliver Leingang Hrvoje Bogunović Sophie Riedl L. Fritsche ... U. Schmidt-Erfurth S. Sivaprasad A. Lotery Daniel Rueckert Fernando Navarro 222 15 0 04 Aug 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 188 46 0 27 May 2022
Continual Barlow Twins: continual self-supervised learning for remote sensing semantic segmentationIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IEEE JSTARS), 2022 V. Marsocci Simone Scardapane CLL 186 34 0 23 May 2022
TOV: The Original Vision Model for Optical Remote Sensing Image Understanding via Self-supervised LearningIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IEEE JSTARS), 2022 Chao Tao Ji Qi Guo Zhang Qing Zhu Weipeng Lu Haifeng Li 226 64 0 10 Apr 2022
Clustering-Based Representation Learning through Output Translation and Its Application to Remote--Sensing Images Qing Li Bin Li J. Garibaldi Guoping Qiu SSL 167 4 0 13 Jul 2021
Deep learning on edge: extracting field boundaries from satellite images with a convolutional neural networkRemote Sensing of Environment (RSE), 2019 F. Waldner F. Diakogiannis 209 228 0 26 Oct 2019