A Generalizable and Accessible Approach to Machine Learning with Global
Satellite Imagery

A Generalizable and Accessible Approach to Machine Learning with Global Satellite Imagery

16 October 2020

Vaishaal Shankar

Miyabi Ishihara

Benjamin Recht

Papers citing "A Generalizable and Accessible Approach to Machine Learning with Global Satellite Imagery"

18 / 18 papers shown

Title
Climplicit: Climatic Implicit Embeddings for Global Ecological Tasks Johannes Dollinger Damien Robert Elena Plekhanova Lukas Drees Jan Dirk Wegner AI4CE 32 0 0 07 Apr 2025
Global Renewables Watch: A Temporal Dataset of Solar and Wind Energy Derived from Satellite Imagery Caleb Robinson Anthony Ortiz Allen Kim Rahul Dodhia Andrew Zolli Shivaprakash K. Nagaraju J. O J. Kiesecker J. L. Ferres 64 0 0 19 Mar 2025
RANGE: Retrieval Augmented Neural Fields for Multi-Resolution Geo-Embeddings A. Dhakal S. Sastry Subash Khanal Adeel Ahmad Eric Xing Nathan Jacobs 53 0 0 27 Feb 2025
Program Evaluation with Remotely Sensed Outcomes Ashesh Rambachan Rahul Singh Davide Viviano 59 1 0 17 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 41 2 0 11 Nov 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 51 0 0 08 Jul 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
OmniSat: Self-Supervised Modality Fusion for Earth Observation Guillaume Astruc Nicolas Gonthier Clement Mallet Loic Landrieu 38 25 0 12 Apr 2024
EarthLoc: Astronaut Photography Localization by Indexing Earth from Space Gabriele Berton Alex Stoken Barbara Caputo Carlo Masone 29 3 0 11 Mar 2024
Active Statistical Inference Tijana Zrnic Emmanuel J. Candès 24 10 0 05 Mar 2024
Cross-Prediction-Powered Inference Tijana Zrnic Emmanuel J. Candès 35 23 0 28 Sep 2023
HarvestNet: A Dataset for Detecting Smallholder Farming Activity Using Harvest Piles and Remote Sensing Jonathan Xu Amna Elmustafa L. Weldegebriel Emnet Negash Richard Lee Chenlin Meng Stefano Ermon David B. Lobell 10 3 0 23 Aug 2023
Multi-Task Hypergraphs for Semi-supervised Learning using Earth Observations Mihai Cristian Pîrvu Alina Marcu A. Dobrescu N. Belbachir Marius Leordeanu 16 6 0 21 Aug 2023
Poverty rate prediction using multi-modal survey and earth observation data Simone Fobi Manuel Cardona Elliott Collins Caleb Robinson Anthony Ortiz Tina Sederholm Rahul Dodhia J. L. Ferres 6 3 0 21 Jul 2023
Reflections from the Workshop on AI-Assisted Decision Making for Conservation Lily Xu Esther Rolf Sara Beery J. Bennett T. Berger-Wolf ... P. Moorcroft Jonathan Palmer Andrew Perrault D. Thau Milind Tambe 40 3 0 17 Jul 2023
On the Opportunities and Challenges of Foundation Models for Geospatial Artificial Intelligence Gengchen Mai Weiming Huang Jin Sun Suhang Song Deepak Mishra ... Yingjie Hu Chris Cundy Ziyuan Li Rui Zhu Ni Lao AI4CE 24 121 0 13 Apr 2023
Evaluation Challenges for Geospatial ML Esther Rolf ELM 8 10 0 31 Mar 2023
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 264 5,326 0 05 Nov 2016