Detecting Damaged Buildings on Post-Hurricane Satellite Imagery Based on Customized Convolutional Neural Networks

After a hurricane, damage assessment is critical to emergency managers and first responders so that resources can be planned and allocated appropriately. One way to gauge the damage extent is to detect and quantify the number of damaged buildings, which is traditionally done through driving around the affected area. This process can be labor intensive and time-consuming. In this paper, utilizing the availability and readiness of satellite imagery, we propose to improve the efficiency and accuracy of damage detection via image classification algorithms.

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[1] Quoc Dung Cao, Youngjun Choe, "Detecting Damaged Buildings on Post-Hurricane Satellite Imagery Based on Customized Convolutional Neural Networks", IEEE Dataport, 2018. [Online]. Available: http://dx.doi.org/10.21227/sdad-1e56. Accessed: Mar. 31, 2020.
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doi = {10.21227/sdad-1e56},
url = {http://dx.doi.org/10.21227/sdad-1e56},
author = {Quoc Dung Cao; Youngjun Choe },
publisher = {IEEE Dataport},
title = {Detecting Damaged Buildings on Post-Hurricane Satellite Imagery Based on Customized Convolutional Neural Networks},
year = {2018} }
TY - DATA
T1 - Detecting Damaged Buildings on Post-Hurricane Satellite Imagery Based on Customized Convolutional Neural Networks
AU - Quoc Dung Cao; Youngjun Choe
PY - 2018
PB - IEEE Dataport
UR - 10.21227/sdad-1e56
ER -
Quoc Dung Cao, Youngjun Choe. (2018). Detecting Damaged Buildings on Post-Hurricane Satellite Imagery Based on Customized Convolutional Neural Networks. IEEE Dataport. http://dx.doi.org/10.21227/sdad-1e56
Quoc Dung Cao, Youngjun Choe, 2018. Detecting Damaged Buildings on Post-Hurricane Satellite Imagery Based on Customized Convolutional Neural Networks. Available at: http://dx.doi.org/10.21227/sdad-1e56.
Quoc Dung Cao, Youngjun Choe. (2018). "Detecting Damaged Buildings on Post-Hurricane Satellite Imagery Based on Customized Convolutional Neural Networks." Web.
1. Quoc Dung Cao, Youngjun Choe. Detecting Damaged Buildings on Post-Hurricane Satellite Imagery Based on Customized Convolutional Neural Networks [Internet]. IEEE Dataport; 2018. Available from : http://dx.doi.org/10.21227/sdad-1e56
Quoc Dung Cao, Youngjun Choe. "Detecting Damaged Buildings on Post-Hurricane Satellite Imagery Based on Customized Convolutional Neural Networks." doi: 10.21227/sdad-1e56