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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
Haifeng Li
Yi Li
Guo Zhang
Ruoyun Liu
Haozhe Huang
Qing Zhu
Chao Tao
SSL
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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
94
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
285
0
0
04 Nov 2025
S5: Scalable Semi-Supervised Semantic Segmentation in Remote Sensing
Liang Lv
Di Wang
Jing Zhang
L. Zhang
AI4TS
113
0
0
17 Aug 2025
RingMo-Aerial: An Aerial Remote Sensing Foundation Model With Affine Transformation Contrastive Learning
IEEE 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
799
7
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
208
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
172
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
167
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
183
31
0
02 Dec 2023
C-SAW: Self-Supervised Prompt Learning for Image Generalization in Remote Sensing
Indian Conference on Computer Vision, Graphics & Image Processing (ICVGIP), 2023
Avigyan Bhattacharya
Mainak Singha
Ankit Jha
Biplab Banerjee
SSL
VLM
161
6
0
27 Nov 2023
CROMA: Remote Sensing Representations with Contrastive Radar-Optical Masked Autoencoders
Neural Information Processing Systems (NeurIPS), 2023
A. Fuller
K. Millard
James R. Green
211
122
0
01 Nov 2023
CtxMIM: Context-Enhanced Masked Image Modeling for Remote Sensing Image Understanding
ACM 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 Sensing
European Conference on Artificial Intelligence (ECAI), 2023
Jing Wu
N. Hovakimyan
Jennifer Hobbs
144
17
0
27 Jul 2023
GraSS: Contrastive Learning with Gradient Guided Sampling Strategy for Remote Sensing Image Semantic Segmentation
IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2023
Zhaoyang Zhang
Zhen Ren
Chao Tao
Yunsheng Zhang
Cheng-Shuang Peng
Haifeng Li
SSL
293
17
0
28 Jun 2023
CMID: A Unified Self-Supervised Learning Framework for Remote Sensing Image Understanding
IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2023
Dilxat Muhtar
Xue-liang Zhang
Pengfeng Xiao
Zhenshi Li
Feng-Xue Gu
SSL
216
90
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 Images
IEEE 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 Clouds
IEEE 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
142
0
0
29 Jan 2023
Self-supervised remote sensing feature learning: Learning Paradigms, Challenges, and Future Works
IEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), 2022
Chao Tao
Ji Qi
Mingning Guo
Qing Zhu
Haifeng Li
SSL
184
73
0
15 Nov 2022
False: False Negative Samples Aware Contrastive Learning for Semantic Segmentation of High-Resolution Remote Sensing Image
IEEE Geoscience and Remote Sensing Letters (GRSL), 2022
Zhaoyang Zhang
Xuying Wang
X. Mei
Chao Tao
Haifeng Li
148
22
0
15 Nov 2022
Improving Image Clustering through Sample Ranking and Its Application to remote--sensing images
Remote Sensing (RS), 2022
Qing Li
Guoping Qiu
158
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
214
15
0
04 Aug 2022
Semantic-aware Dense Representation Learning for Remote Sensing Image Change Detection
IEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), 2022
Hao Chen
Wenyuan Li
Songhang Chen
Zhenwei Shi
172
46
0
27 May 2022
Continual Barlow Twins: continual self-supervised learning for remote sensing semantic segmentation
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IEEE JSTARS), 2022
V. Marsocci
Simone Scardapane
CLL
178
34
0
23 May 2022
TOV: The Original Vision Model for Optical Remote Sensing Image Understanding via Self-supervised Learning
IEEE 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
63
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 network
Remote Sensing of Environment (RSE), 2019
F. Waldner
F. Diakogiannis
205
227
0
26 Oct 2019
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