TorchGeo: Deep Learning With Geospatial Data

TorchGeo: Deep Learning With Geospatial Data

17 November 2021

Adam J. Stewart

Arindam Banerjee

Papers citing "TorchGeo: Deep Learning With Geospatial Data"

12 / 12 papers shown

Title
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
TerraTorch: The Geospatial Foundation Models Toolkit Carlos Gomes Benedikt Blumenstiel Joao Lucas de Sousa Almeida Pedro Henrique de Oliveira P. Fraccaro Francesc Marti Escofet Daniela Szwarcman Naomi Simumba Romeo Kienzler Bianca Zadrozny 69 1 0 26 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 41 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 44 1 0 14 Mar 2025
Improving satellite imagery segmentation using multiple Sentinel-2 revisits Kartik Jindgar Grace W. Lindsay 22 0 0 25 Sep 2024
On the Generalizability of Foundation Models for Crop Type Mapping Yi-Chia Chang Adam J. Stewart F. Bastani Piper Wolters Shreya Kannan George R. Huber Jingtong Wang Arindam Banerjee 28 1 0 14 Sep 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 61 15 0 21 Jun 2024
SSL4EO-L: Datasets and Foundation Models for Landsat Imagery Adam J. Stewart Nils Lehmann Isaac Corley Yi Wang Yi-Chia Chang Nassim Ait Ali Braham Shradha Sehgal Caleb Robinson Arindam Banerjee 24 29 0 15 Jun 2023
Resolving label uncertainty with implicit posterior models Esther Rolf Nikolay Malkin Alexandros Graikos A. Jojic Caleb Robinson Nebojsa Jojic UQCV 21 10 0 28 Feb 2022
AiTLAS: Artificial Intelligence Toolbox for Earth Observation I. Dimitrovski Ivan Kitanovski P. Panov Nikola Simidjievski D. Kocev 6 10 0 21 Jan 2022
Crop mapping from image time series: deep learning with multi-scale label hierarchies Mehmet Özgür Türkoglu Stefano Dáronco Gregor Perich F. Liebisch Constantin Streit Konrad Schindler Jan Dirk Wegner 79 129 0 17 Feb 2021
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 85 122 0 16 Oct 2020