CROMA: Remote Sensing Representations with Contrastive Radar-Optical Masked Autoencoders

1 November 2023

Papers citing "CROMA: Remote Sensing Representations with Contrastive Radar-Optical Masked Autoencoders"

50 / 60 papers shown

Title
Towards Efficient Benchmarking of Foundation Models in Remote Sensing: A Capabilities Encoding Approach Pierre Adorni M. Pham Stéphane May Sébastien Lefèvre 51 0 0 06 May 2025
Not Every Tree Is a Forest: Benchmarking Forest Types from Satellite Remote Sensing Yuchang Jiang Maxim Neumann 24 0 0 03 May 2025
SSL4Eco: A Global Seasonal Dataset for Geospatial Foundation Models in Ecology Elena Plekhanova Damien Robert Johannes Dollinger Emilia Arens Philipp Brun Jan Dirk Wegner Niklaus Zimmermann 24 0 0 25 Apr 2025
A Genealogy of Multi-Sensor Foundation Models in Remote Sensing Kevin Lane Morteza Karimzadeh 41 0 0 24 Apr 2025
Can Masked Autoencoders Also Listen to Birds? Lukas Rauch Ilyass Moummad René Heinrich Alexis Joly Bernhard Sick Christoph Scholz 29 0 0 17 Apr 2025
A Complex-valued SAR Foundation Model Based on Physically Inspired Representation Learning M. D. Wang Hanbo Bi Yingchao Feng Linlin Xin Shuo Gong Tianqi Wang Zhiyuan Yan Peijin Wang Wenhui Diao Xian Sun 36 0 0 16 Apr 2025
TerraMesh: A Planetary Mosaic of Multimodal Earth Observation Data Benedikt Blumenstiel P. Fraccaro V. Marsocci Johannes Jakubik Stefano Maurogiovanni ... Rocco Sedona Gabriele Cavallaro Thomas Brunschwiler Juan Bernabé-Moreno Nicolas Longépé 30 2 0 15 Apr 2025
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 Longépé MLLM VLM 59 2 0 15 Apr 2025
COP-GEN-Beta: Unified Generative Modelling of COPernicus Imagery Thumbnails Miguel Espinosa V. Marsocci Yuru Jia Elliot J. Crowley Mikolaj Czerkawski DiffM 49 0 0 11 Apr 2025
SARFormer -- An Acquisition Parameter Aware Vision Transformer for Synthetic Aperture Radar Data Jonathan Prexl M. Recla M. Schmitt 34 0 0 11 Apr 2025
Efficient Self-Supervised Learning for Earth Observation via Dynamic Dataset Curation Thomas Kerdreux A. Tuel Quentin Febvre A. Mouche Bertrand Chapron 73 0 0 09 Apr 2025
REJEPA: A Novel Joint-Embedding Predictive Architecture for Efficient Remote Sensing Image Retrieval Shabnam Choudhury Yash Salunkhe Sarthak Mehrotra Biplab Banerjee 36 0 0 04 Apr 2025
A Decade of Deep Learning for Remote Sensing Spatiotemporal Fusion: Advances, Challenges, and Opportunities Enzhe Sun Yongchuan Cui Peng Liu Jining Yan 42 1 0 01 Apr 2025
FlexiMo: A Flexible Remote Sensing Foundation Model Xuyang Li Chenyu Li Pedram Ghamisi Danfeng Hong 40 0 0 31 Mar 2025
Assessing Foundation Models for Sea Ice Type Segmentation in Sentinel-1 SAR Imagery Samira Alkaee Taleghan Morteza Karimzadeh A. Barrett Walter N. Meier F. Banaei-Kashani 61 0 0 28 Mar 2025
A Survey on Remote Sensing Foundation Models: From Vision to Multimodality Ziyue Huang Hongxi Yan Qiqi Zhan Shuai Yang Mingming Zhang Chenkai Zhang Yiming Lei Zeming Liu Qingjie Liu Yixuan Wang 46 0 0 28 Mar 2025
HiRes-FusedMIM: A High-Resolution RGB-DSM Pre-trained Model for Building-Level Remote Sensing Applications Guneet Mutreja Philipp Schuegraf Ksenia Bittner AI4CE 53 0 0 24 Mar 2025
GAIR: Improving Multimodal Geo-Foundation Model with Geo-Aligned Implicit Representations Ziqiang Liu Fan Zhang Junfeng Jiao Ni Lao Gengchen Mai 55 2 0 20 Mar 2025
Towards Scalable Foundation Model for Multi-modal and Hyperspectral Geospatial Data Haozhe Si Yuxuan Wan Minh Do Deepak Vasisht Han Zhao Hendrik Hamann 48 0 0 17 Mar 2025
Towards a Unified Copernicus Foundation Model for Earth Vision Yi Wang Zhitong Xiong Chenying Liu Adam J. Stewart Thomas Dujardin ... Angelos Zavras Franziska Gerken Ioannis Papoutsis Laura Leal-Taixé Xiao Xiang Zhu 50 1 0 14 Mar 2025
A Multi-Modal Federated Learning Framework for Remote Sensing Image Classification Barış Büyüktaş Gencer Sumbul Begüm Demir 47 1 0 13 Mar 2025
Panopticon: Advancing Any-Sensor Foundation Models for Earth Observation Leonard Waldmann Ando Shah Yi Wang Nils Lehmann Adam J. Stewart Zhitong Xiong Xiao Xiang Zhu Stefan Bauer John Chuang 51 1 0 13 Mar 2025
On the Generalization of Representation Uncertainty in Earth Observation Spyros Kondylatos N. Bountos Dimitrios Michail Xiao Xiang Zhu Gustau Camps-Valls Ioannis Papoutsis 74 1 0 10 Mar 2025
SAR-W-MixMAE: SAR Foundation Model Training Using Backscatter Power Weighting Ali Caglayan Nevrez Imamoglu T. Kouyama 70 0 0 03 Mar 2025
DUNIA: Pixel-Sized Embeddings via Cross-Modal Alignment for Earth Observation Applications Ibrahim Fayad Max Zimmer Martin Schwartz P. Ciais Fabian Gieseke Gabriel Belouze Sarah Brood A. D. Truchis Alexandre d’Aspremont AI4TS 43 0 0 24 Feb 2025
RS-vHeat: Heat Conduction Guided Efficient Remote Sensing Foundation Model Huiyang Hu Peijin Wang Hanbo Bi Boyuan Tong Zehua Wang ... Ziqi Zhang QiXiang Ye Kun Fu Xian Sun Xian Sun 102 0 0 27 Nov 2024
Specialized Foundation Models Struggle to Beat Supervised Baselines Zongzhe Xu Ritvik Gupta Wenduo Cheng Alexander Shen Junhong Shen Ameet Talwalkar M. Khodak AI4CE 48 6 0 05 Nov 2024
RingMo-Aerial: An Aerial Remote Sensing Foundation Model With A Affine Transformation Contrastive Learning Wenhui Diao Haichen Yu Kaiyue Kang Tong Ling Di Liu ... Hanbo Bi Libo Ren Xuexue Li Yongqiang Mao Xian Sun 37 1 0 20 Sep 2024
SpectralEarth: Training Hyperspectral Foundation Models at Scale Nassim Ait Ali Braham C. Albrecht Julien Mairal J. Chanussot Yi Wang X. Zhu 38 12 0 15 Aug 2024
Masked Image Modeling: A Survey Vlad Hondru Florinel-Alin Croitoru Shervin Minaee Radu Tudor Ionescu N. Sebe 72 6 0 13 Aug 2024
Rethinking Feature Backbone Fine-tuning for Remote Sensing Object Detection Yechan Kim JongHyun Park SooYeon Kim Moongu Jeon 26 0 0 21 Jul 2024
HyperSIGMA: Hyperspectral Intelligence Comprehension Foundation Model Di Wang Meiqi Hu Yao Jin Yuchun Miao Jiaqi Yang ... Lefei Zhang Chen Wu Bo Du Dacheng Tao Liangpei Zhang 66 25 0 17 Jun 2024
Multi-Label Guided Soft Contrastive Learning for Efficient Earth Observation Pretraining Yi Wang C. Albrecht Xiao Xiang Zhu 37 6 0 30 May 2024
LookHere: Vision Transformers with Directed Attention Generalize and Extrapolate A. Fuller Daniel G. Kyrollos Yousef Yassin James R. Green 52 2 0 22 May 2024
On the Foundations of Earth and Climate Foundation Models Xiao Xiang Zhu Zhitong Xiong Yi Wang Adam J. Stewart Konrad Heidler Yuanyuan Wang Zhenghang Yuan Thomas Dujardin Qingsong Xu Yilei Shi AI4Cl AI4CE 28 21 0 07 May 2024
CromSS: Cross-modal pre-training with noisy labels for remote sensing image segmentation Chenying Liu C. Albrecht Yi Wang Xiao Xiang Zhu 62 2 0 02 May 2024
OmniSat: Self-Supervised Modality Fusion for Earth Observation Guillaume Astruc Nicolas Gonthier Clement Mallet Loic Landrieu 38 25 0 12 Apr 2024
Neural Plasticity-Inspired Multimodal Foundation Model for Earth Observation Zhitong Xiong Yi Wang Fahong Zhang Adam J. Stewart Joelle Hanna Damian Borth Ioannis Papoutsis B. L. Saux Gustau Camps-Valls Xiao Xiang Zhu AI4CE 78 12 0 22 Mar 2024
MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining Di Wang Jing Zhang Minqiang Xu Lin Liu Dongsheng Wang ... Chengxi Han Haonan Guo Bo Du Dacheng Tao L. Zhang 37 44 0 20 Mar 2024
Mission Critical -- Satellite Data is a Distinct Modality in Machine Learning Esther Rolf Konstantin Klemmer Caleb Robinson Hannah Kerner 26 36 0 02 Feb 2024
SkySense: A Multi-Modal Remote Sensing Foundation Model Towards Universal Interpretation for Earth Observation Imagery Xin Guo Jiangwei Lao Bo Dang Yingying Zhang Lei Yu ... Jian Wang Jingdong Chen Ming Yang Yongjun Zhang Yansheng Li 36 117 0 15 Dec 2023
Decoupling Common and Unique Representations for Multimodal Self-supervised Learning Yi Wang C. Albrecht Nassim Ait Ali Braham Chenying Liu Zhitong Xiong Xiaoxiang Zhu SSL 25 16 0 11 Sep 2023
Finding Neurons in a Haystack: Case Studies with Sparse Probing Wes Gurnee Neel Nanda Matthew Pauly Katherine Harvey Dmitrii Troitskii Dimitris Bertsimas MILM 160 188 0 02 May 2023
CSP: Self-Supervised Contrastive Spatial Pre-Training for Geospatial-Visual Representations Gengchen Mai Ni Lao Yutong He Jiaming Song Stefano Ermon 80 58 0 01 May 2023
What Do Self-Supervised Vision Transformers Learn? Namuk Park Wonjae Kim Byeongho Heo Taekyung Kim Sangdoo Yun SSL 67 76 1 01 May 2023
Lightweight, Pre-trained Transformers for Remote Sensing Timeseries Gabriel Tseng Ruben Cartuyvels Ivan Zvonkov Mirali Purohit David Rolnick Hannah Kerner 77 62 0 27 Apr 2023
Text2Seg: Remote Sensing Image Semantic Segmentation via Text-Guided Visual Foundation Models Jielu Zhang Zhongliang Zhou Gengchen Mai Lan Mu Mengxuan Hu Sheng Li VLM 31 46 0 20 Apr 2023
A Billion-scale Foundation Model for Remote Sensing Images Keumgang Cha Junghoon Seo Taekyung Lee 32 64 0 11 Apr 2023
The effectiveness of MAE pre-pretraining for billion-scale pretraining Mannat Singh Quentin Duval Kalyan Vasudev Alwala Haoqi Fan Vaibhav Aggarwal ... Piotr Dollár Christoph Feichtenhofer Ross B. Girshick Rohit Girdhar Ishan Misra LRM 113 63 0 23 Mar 2023
CoBIT: A Contrastive Bi-directional Image-Text Generation Model Haoxuan You Mandy Guo Zhecan Wang Kai-Wei Chang Jason Baldridge Jiahui Yu DiffM 49 12 0 23 Mar 2023