Building Damage Detection in Satellite Imagery Using Convolutional Neural Networks

The use of the area under the roc curve in the evaluation of machine learning algorithms

Andrew P. Bradley · 1997

Earlier work this paper cites.

Computer Vision: Algorithms and Applications

Original

Richard Szeliski · 2010

Earlier work this paper cites.

Estimation of prediction error by using k-fold cross-validation

Tadayoshi Fushiki · 2011

Earlier work this paper cites.

Remote sensing and earthquake damage assessment: Experiences, limits, and perspectives

F. Dell’Acqua and P. Gamba · 2012

Earlier work this paper cites.

Faster R-CNN: towards real-time object detection with region proposal networks

Original

Shaoqing Ren, Kaiming He, Ross B. Girshick, and Jian Sun · 2015

Earlier work this paper cites.

Detection of urban damage using remote sensing and machine learning algorithms: Revisiting the 2010 haiti earthquake

A.J. Cooner, Y. Shao, and J.B. Campbell · 2016

Cited alongside, same era.

Deep Learning

Ian Goodfellow, Yoshua Bengio, and Aaron Courville · 2016

Cited alongside, same era.

Google earth engine: Planetary-scale geospatial analysis for everyone

Noel Gorelick, Matt Hancher, Mike Dixon, Simon Ilyushchenko, David Thau, and Rebecca Moore · 2017

Cited alongside, same era.

Imagenet classification with deep convolutional neural networks

Alex Krizhevsky, Ilya Sutskever, and Geoffrey E. Hinton · 2017

Cited alongside, same era.

Satellite Image Classification Of Building Damages Using Airborne And Satellite Image Samples In A Deep Learning Approach

D. Duarte, F.C. Nex, N. Kerle, and G. Vosselman · 2018

Later among the works it cites.

Identifying collapsed buildings using post-earthquake satellite imagery and convolutional neural networks: A case study of the 2010 haiti earthquake

Min Ji, Lanfa Liu, and Manfred Buchroithner · 2018

Later among the works it cites.

https://data.humdata.org

Humanitarian data exchange · 2019

Closest in time.

Creating xbd: A dataset for assessing building damage from satellite imagery

Ritwik Gupta, Bryce Goodman, Nirav Patel, Ricky Hosfelt, Sandra Sajeev, Eric Heim, Jigar Doshi, Keane Lucas, Howie Choset, and Matthew Gaston · 2019

Closest in time.