SatCLIP: Global, General-Purpose Location Embeddings with Satellite Imagery

28 November 2023

Papers citing "SatCLIP: Global, General-Purpose Location Embeddings with Satellite Imagery"

46 / 46 papers shown

Title
Predicting butterfly species presence from satellite imagery using soft contrastive regularisation Thijs L van der Plas Stephen Law Michael JO Pocock 29 0 0 14 May 2025
TiMo: Spatiotemporal Foundation Model for Satellite Image Time Series Xiaolei Qin Di Wang Jun Zhang Fengxiang Wang Xin Su Bo Du Liangpei Zhang AI4TS 24 0 0 13 May 2025
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
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
MedGNN: Capturing the Links Between Urban Characteristics and Medical Prescriptions Minwei Zhao S. Šćepanović Stephen Law Daniele Quercia Ivica Obadic 35 0 0 07 Apr 2025
Climplicit: Climatic Implicit Embeddings for Global Ecological Tasks Johannes Dollinger Damien Robert Elena Plekhanova Lukas Drees Jan Dirk Wegner AI4CE 37 0 0 07 Apr 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 Yansen Wang 49 0 0 28 Mar 2025
LRSCLIP: A Vision-Language Foundation Model for Aligning Remote Sensing Image with Longer Text Weizhi Chen Jingbo Chen Yupeng Deng Jiansheng Chen Yuman Feng Zhihao Xi Diyou Liu Kai Li Yu Meng VLM 51 0 0 25 Mar 2025
LocDiffusion: Identifying Locations on Earth by Diffusing in the Hilbert Space Zhangyu Wang Jielu Zhang Zhongliang Zhou Qian Cao Nemin Wu ... Lan Mu Yang Song Yiqun Xie Ni Lao Gengchen Mai DiffM 36 0 0 23 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
MaskSDM with Shapley values to improve flexibility, robustness, and explainability in species distribution modeling Robin Zbinden Nina Van Tiel Gencer Sumbul Chiara Vanalli B. Kellenberger D. Tuia 44 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
Robustness to Geographic Distribution Shift using Location Encoders Ruth Crasto OOD 81 0 0 03 Mar 2025
RANGE: Retrieval Augmented Neural Fields for Multi-Resolution Geo-Embeddings A. Dhakal S. Sastry Subash Khanal Adeel Ahmad Eric Xing Nathan Jacobs 55 0 0 27 Feb 2025
TerraTrace: Temporal Signature Land Use Mapping System Angela Busheska Vikram Iyer B. Silva Peder Olsen Ranveer Chandra Vaishnavi Ranganathan 42 0 0 25 Feb 2025
Few-shot Species Range Estimation Christian Lange Max Hamilton Elijah Cole Alexander Shepard Samuel Heinrich Angela Zhu Subhransu Maji Grant Van Horn Oisin Mac Aodha 81 0 0 24 Feb 2025
GAIA: A Global, Multi-modal, Multi-scale Vision-Language Dataset for Remote Sensing Image Analysis Angelos Zavras Dimitrios Michail Xiao Xiang Zhu Begüm Demir Ioannis Papoutsis VLM 86 0 0 13 Feb 2025
Enhancing GeoAI and location encoding with spatial point pattern statistics: A Case Study of Terrain Feature Classification Sizhe Wang Wenwen Li 75 0 0 21 Nov 2024
General Geospatial Inference with a Population Dynamics Foundation Model Mohit Agarwal Mimi Sun C. Kamath Arbaaz Muslim Prithul Sarker ... Niv Efron Yossi Matias Greg C. Corrado Krish Eswaran Shruthi Prabhakara AI4CE 49 2 0 11 Nov 2024
TaxaBind: A Unified Embedding Space for Ecological Applications S. Sastry Subash Khanal A. Dhakal Adeel Ahmad Nathan Jacobs 68 7 0 01 Nov 2024
Community search signatures as foundation features for human-centered geospatial modeling Mimi Sun C. Kamath Mohit Agarwal Arbaaz Muslim H. Yee David Schottlander S. Bavadekar Niv Efron Shravya Shetty Gautam Prasad AI4TS 33 1 0 30 Oct 2024
Hybrid Spatial Representations for Species Distribution Modeling Shiran Yuan Hao Zhao 30 0 0 14 Oct 2024
Combining Observational Data and Language for Species Range Estimation Max Hamilton Christian Lange Elijah Cole Alexander Shepard Samuel Heinrich Oisin Mac Aodha Grant Van Horn Subhransu Maji 23 5 0 14 Oct 2024
MALPOLON: A Framework for Deep Species Distribution Modeling Théo Larcher Lukás Picek Benjamin Deneu Titouan Lorieul Maximilien Servajean Alexis Joly GP 16 0 0 26 Sep 2024
Tackling fluffy clouds: field boundaries detection using time series of S2 and/or S1 imagery F. Diakogiannis Zheng-Shu Zhou Jeff Wang Gonzalo Mata Dave Henry ... Jonathan Richetti Kathryn Batchelor Chris Herrmann Andrew Toovey John Taylor 29 0 0 20 Sep 2024
Multimodal Power Outage Prediction for Rapid Disaster Response and Resource Allocation Alejandro Aparcedo Christian Lopez Abhinav Kotta Mengjie Li 36 0 0 14 Sep 2024
KidSat: satellite imagery to map childhood poverty dataset and benchmark Makkunda Sharma Fan Yang Duy-Nhat Vo Esra Suel Swapnil Mishra Samir Bhatt Oliver Fiala William Rudgard Seth Flaxman 53 0 0 08 Jul 2024
Mapping Land Naturalness from Sentinel-2 using Deep Contextual and Geographical Priors Burak Ekim Michael Schmitt 27 0 0 27 Jun 2024
TorchSpatial: A Location Encoding Framework and Benchmark for Spatial Representation Learning Nemin Wu Qian Cao Zhangyu Wang Zeping Liu Yanlin Qi ... Stefano Ermon T. Ganu A. Nambi Ni Lao Gengchen Mai 69 15 0 21 Jun 2024
$A$^{2}$-MAE: A spatial-temporal-spectral unified remote sensing pre-training method based on anchor-aware masked autoencoder$ A $^{2}$ -MAE: A spatial-temporal-spectral unified remote sensing pre-training method based on anchor-aware masked autoencoder Lixian Zhang Yi Zhao Runmin Dong Jinxiao Zhang Shuai Yuan ... Weijia Li Wei Liu Wayne Zhang Xue Jiang Haohuan Fu 44 4 0 12 Jun 2024
SeeFar: Satellite Agnostic Multi-Resolution Dataset for Geospatial Foundation Models James Lowman Kelly Liu Zheng Roydon Fraser J. The Mojtaba Valipour 34 0 0 10 Jun 2024
Composed Image Retrieval for Remote Sensing Bill Psomas Ioannis Kakogeorgiou Nikos Efthymiadis Giorgos Tolias Ondřej Chum Yannis Avrithis Konstantinos Karantzalos 48 4 0 24 May 2024
MMEarth: Exploring Multi-Modal Pretext Tasks For Geospatial Representation Learning Vishal Nedungadi A. Kariryaa Stefan Oehmcke Serge Belongie Christian Igel Nico Lang 45 25 0 04 May 2024
Seeing Through the Clouds: Cloud Gap Imputation with Prithvi Foundation Model Denys Godwin Hanxi Li Michael Cecil Hamed Alemohammad 38 1 0 30 Apr 2024
GEOBIND: Binding Text, Image, and Audio through Satellite Images A. Dhakal Subash Khanal S. Sastry Adeel Ahmad Nathan Jacobs 38 2 0 17 Apr 2024
GeoSynth: Contextually-Aware High-Resolution Satellite Image Synthesis S. Sastry Subash Khanal A. Dhakal Nathan Jacobs 66 6 0 09 Apr 2024
Application-Driven Innovation in Machine Learning David Rolnick Alán Aspuru-Guzik Sara Beery B. Dilkina P. Donti ... Hannah Kerner C. Monteleoni Esther Rolf Milind Tambe Adam White 41 8 0 26 Mar 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 81 12 0 22 Mar 2024
Major TOM: Expandable Datasets for Earth Observation Alistair Francis Mikolaj Czerkawski AI4TS 33 11 0 19 Feb 2024
Prospector Heads: Generalized Feature Attribution for Large Models & Data Gautam Machiraju Alexander Derry Arjun D Desai Neel Guha Amir-Hossein Karimi James Zou Russ Altman Christopher Ré Parag Mallick AI4TS MedIm 48 0 0 18 Feb 2024
Mind the Modality Gap: Towards a Remote Sensing Vision-Language Model via Cross-modal Alignment Angelos Zavras Dimitrios Michail Begüm Demir Ioannis Papoutsis VLM 35 11 0 15 Feb 2024
Mission Critical -- Satellite Data is a Distinct Modality in Machine Learning Esther Rolf Konstantin Klemmer Caleb Robinson Hannah Kerner 29 36 0 02 Feb 2024
PhilEO Bench: Evaluating Geo-Spatial Foundation Models Casper Fibaek Luke Camilleri Andreas Luyts Nikolaos Dionelis B. L. Saux 44 16 0 09 Jan 2024
CSP: Self-Supervised Contrastive Spatial Pre-Training for Geospatial-Visual Representations Gengchen Mai Ni Lao Yutong He Jiaming Song Stefano Ermon 83 58 0 01 May 2023
ReforesTree: A Dataset for Estimating Tropical Forest Carbon Stock with Deep Learning and Aerial Imagery Gyri Reiersen David Dao Björn Lütjens Konstantin Klemmer Kenza Amara Attila Steinegger Ce Zhang Xiaoxia Zhu 77 32 0 26 Jan 2022
A Generalizable and Accessible Approach to Machine Learning with Global Satellite Imagery Esther Rolf J. Proctor T. Carleton I. Bolliger Vaishaal Shankar Miyabi Ishihara Benjamin Recht S. Hsiang 95 122 0 16 Oct 2020