Evaluation Challenges for Geospatial ML

31 March 2023

Papers citing "Evaluation Challenges for Geospatial ML"

9 / 9 papers shown

Title
Fast building segmentation from satellite imagery and few local labels Caleb Robinson Anthony Ortiz Hogeun Park Nancy Lozano‐Gracia Jon Kher Kaw Tina Sederholm Rahul Dodhia J. L. Ferres 11 18 0 10 Jun 2022
Recent Advances in Domain Adaptation for the Classification of Remote Sensing Data D. Tuia Claudio Persello Lorenzo Bruzzone OOD 28 447 0 15 Apr 2021
Micro-Estimates of Wealth for all Low- and Middle-Income Countries Guanghua Chi Han Fang S. Chatterjee J. Blumenstock 55 136 0 15 Apr 2021
Geostatistical Learning: Challenges and Opportunities J. Hoffimann M. Zortea B. Carvalho Bianca Zadrozny 24 22 0 17 Feb 2021
WILDS: A Benchmark of in-the-Wild Distribution Shifts Pang Wei Koh Shiori Sagawa Henrik Marklund Sang Michael Xie Marvin Zhang ... A. Kundaje Emma Pierson Sergey Levine Chelsea Finn Percy Liang OOD 170 1,428 0 14 Dec 2020
Using satellite imagery to understand and promote sustainable development Marshall Burke Anne Driscoll David B. Lobell Stefano Ermon 43 321 0 23 Sep 2020
Estimating the Prediction Performance of Spatial Models via Spatial k-Fold Cross Validation J. Pohjankukka T. Pahikkala P. Nevalainen J. Heikkonen 19 131 0 28 May 2020
Post-Estimation Smoothing: A Simple Baseline for Learning with Side Information Esther Rolf Michael I. Jordan Benjamin Recht 43 6 0 12 Mar 2020
Importance of spatial predictor variable selection in machine learning applications -- Moving from data reproduction to spatial prediction H. Meyer C. Reudenbach Stephan Wöllauer T. Nauss 75 293 0 21 Aug 2019