Self-supervised remote sensing feature learning: Learning Paradigms, Challenges, and Future Works

15 November 2022

Papers citing "Self-supervised remote sensing feature learning: Learning Paradigms, Challenges, and Future Works"

29 / 29 papers shown

Title
ROS-SAM: High-Quality Interactive Segmentation for Remote Sensing Moving Object Zhe Shan Yang Liu Lei Zhou C. Yan H. Wang Xia Xie 34 0 0 15 Mar 2025
SHAZAM: Self-Supervised Change Monitoring for Hazard Detection and Mapping Samuel Garske Konrad Heidler Bradley Evans KC Wong Xiao Xiang Zhu 31 0 0 01 Mar 2025
M3LEO: A Multi-Modal, Multi-Label Earth Observation Dataset Integrating Interferometric SAR and RGB Data Matthew J Allen Francisco Dorr Joseph A. Gallego-Mejia Laura Martínez-Ferrer Anna Jungbluth Freddie Kalaitzis Raúl Ramos-Pollán 28 3 0 06 Jun 2024
Multi-Label Guided Soft Contrastive Learning for Efficient Earth Observation Pretraining Yi Wang C. Albrecht Xiao Xiang Zhu 22 6 0 30 May 2024
SSLChange: A Self-supervised Change Detection Framework Based on Domain Adaptation Yitao Zhao Turgay Celik Nanqing Liu Feng Gao Heng-Chao Li 25 4 0 28 May 2024
Cross-sensor self-supervised training and alignment for remote sensing V. Marsocci Nicolas Audebert 23 1 0 16 May 2024
HSONet:A Siamese foreground association-driven hard case sample optimization network for high-resolution remote sensing image change detection Chao Tao Dongsheng Kuang Zhenyang Huang Chengli Peng Haifeng Li 29 0 0 26 Feb 2024
Fus-MAE: A cross-attention-based data fusion approach for Masked Autoencoders in remote sensing Hugo Chan-To-Hing B. Veeravalli 19 7 0 05 Jan 2024
C-SAW: Self-Supervised Prompt Learning for Image Generalization in Remote Sensing Avigyan Bhattacharya Mainak Singha Ankit Jha Biplab Banerjee SSL VLM 11 6 0 27 Nov 2023
OpenForest: A data catalogue for machine learning in forest monitoring Arthur Ouaknine T. Kattenborn Etienne Laliberté David Rolnick 33 5 0 01 Nov 2023
Self-Supervised Learning for Improved Synthetic Aperture Sonar Target Recognition BW Sheffield 11 1 0 27 Jul 2023
GraSS: Contrastive Learning with Gradient Guided Sampling Strategy for Remote Sensing Image Semantic Segmentation Zhaoyang Zhang Zhen Ren Chao Tao Yunsheng Zhang Cheng-Shuang Peng Haifeng Li SSL 22 12 0 28 Jun 2023
A Billion-scale Foundation Model for Remote Sensing Images Keumgang Cha Junghoon Seo Taekyung Lee 17 43 0 11 Apr 2023
Extending global-local view alignment for self-supervised learning with remote sensing imagery Xinye Wanyan Sachith Seneviratne Shuchang Shen M. Kirley 63 11 0 12 Mar 2023
Multispectral Contrastive Learning with Viewmaker Networks Jasmine Bayrooti Noah D. Goodman Alex Tamkin 15 1 0 11 Feb 2023
Continual Barlow Twins: continual self-supervised learning for remote sensing semantic segmentation V. Marsocci Simone Scardapane CLL 11 25 0 23 May 2022
TOV: The Original Vision Model for Optical Remote Sensing Image Understanding via Self-supervised Learning Chao Tao Ji Qi Guo Zhang Qing Zhu Weipeng Lu Haifeng Li 14 39 0 10 Apr 2022
Adversarial Masking for Self-Supervised Learning Yuge Shi N. Siddharth Philip H. S. Torr Adam R. Kosiorek SSL 40 81 0 31 Jan 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 258 7,337 0 11 Nov 2021
FCCDN: Feature Constraint Network for VHR Image Change Detection Pan Chen Danfeng Hong Zhengchao Chen Xuan S. Yang Baipeng Li Bing Zhang 36 143 0 23 May 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 283 5,723 0 29 Apr 2021
VATT: Transformers for Multimodal Self-Supervised Learning from Raw Video, Audio and Text Hassan Akbari Liangzhe Yuan Rui Qian Wei-Hong Chuang Shih-Fu Chang Yin Cui Boqing Gong ViT 229 573 0 22 Apr 2021
Object Detection in Aerial Images: A Large-Scale Benchmark and Challenges Jian Ding Nan Xue Guisong Xia X. Bai Wen Yang ... Serge J. Belongie Jiebo Luo Mihai Datcu Marcello Pelillo L. Zhang 176 378 0 24 Feb 2021
Understanding self-supervised Learning Dynamics without Contrastive Pairs Yuandong Tian Xinlei Chen Surya Ganguli SSL 130 258 0 12 Feb 2021
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Chao Jia Yinfei Yang Ye Xia Yi-Ting Chen Zarana Parekh Hieu H. Pham Quoc V. Le Yun-hsuan Sung Zhen Li Tom Duerig VLM CLIP 293 2,875 0 11 Feb 2021
Self-supervised pre-training enhances change detection in Sentinel-2 imagery Marrit Leenstra Diego Marcos F. Bovolo D. Tuia SSL 61 41 0 20 Jan 2021
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 229 3,029 0 09 Mar 2020
Boosting Self-Supervised Learning via Knowledge Transfer M. Noroozi Ananth Vinjimoor Paolo Favaro Hamed Pirsiavash SSL 207 282 0 01 May 2018
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 294 6,927 0 20 Apr 2018