Representation Learning for Remote Sensing: An Unsupervised Sensor
Fusion Approach

Representation Learning for Remote Sensing: An Unsupervised Sensor Fusion Approach

11 August 2021

Papers citing "Representation Learning for Remote Sensing: An Unsupervised Sensor Fusion Approach"

14 / 14 papers shown

Title
TerraMind: Large-Scale Generative Multimodality for Earth Observation Johannes Jakubik Felix Yang Benedikt Blumenstiel Erik Scheurer Rocco Sedona ... P. Fraccaro Thomas Brunschwiler Gabriele Cavallaro Juan Bernabé-Moreno Nicolas Longepe MLLM VLM 57 2 0 15 Apr 2025
Contrastive ground-level image and remote sensing pre-training improves representation learning for natural world imagery Andy V. Huynh Lauren E. Gillespie Jael Lopez-Saucedo Claire Tang Rohan Sikand Moisés Expósito-Alonso SSL 41 5 0 28 Sep 2024
Cross-sensor self-supervised training and alignment for remote sensing V. Marsocci Nicolas Audebert 28 1 0 16 May 2024
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 38 20 0 02 Dec 2023
RemoteCLIP: A Vision Language Foundation Model for Remote Sensing F. Liu Delong Chen Zhan-Rong Guan Xiaocong Zhou Jiale Zhu Qiaolin Ye Liyong Fu Jun Zhou VLM 68 191 0 19 Jun 2023
CMID: A Unified Self-Supervised Learning Framework for Remote Sensing Image Understanding Dilxat Muhtar Xue-liang Zhang P. Xiao Zhenshi Li Feng-Xue Gu SSL 29 49 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 12 0 0 13 Apr 2023
Self-Supervised Pretraining on Satellite Imagery: a Case Study on Label-Efficient Vehicle Detection Jules Bourcier Thomas Floquet G. Dashyan Tugdual Ceillier Alahari Karteek Jocelyn Chanussot SSL 28 1 0 21 Oct 2022
Evaluating the Label Efficiency of Contrastive Self-Supervised Learning for Multi-Resolution Satellite Imagery Jules Bourcier G. Dashyan Jocelyn Chanussot Alahari Karteek SSL 16 4 0 13 Oct 2022
SatMAE: Pre-training Transformers for Temporal and Multi-Spectral Satellite Imagery Yezhen Cong Samarth Khanna Chenlin Meng Patrick Liu Erik Rozi Yutong He Marshall Burke David B. Lobell Stefano Ermon ViT 17 249 0 17 Jul 2022
Self-supervised Learning in Remote Sensing: A Review Yi Wang C. Albrecht Nassim Ait Ali Braham Lichao Mou Xiao Xiang Zhu 19 218 0 27 Jun 2022
Semantic-aware Dense Representation Learning for Remote Sensing Image Change Detection Hao Chen Wenyuan Li Songhang Chen Zhenwei Shi 23 38 0 27 May 2022
Land Cover Mapping in Limited Labels Scenario: A Survey Rahul Ghosh X. Jia Vipin Kumar 28 6 0 03 Mar 2021
Towards DeepSentinel: An extensible corpus of labelled Sentinel-1 and -2 imagery and a general-purpose sensor-fusion semantic embedding model L. Kruitwagen SSL 20 3 0 11 Feb 2021