When disaster strikes, speed is critical. The time it takes to properly assess damage in the wake of a major event can be the difference between life and death. The Defense Innovation Unit’s xView2 Challenge seeks to automate post-disaster damage assessment and speed up emergency response, inviting machine learning experts to develop computer vision algorithms for an opportunity to win part of a $150,000 prize.
Participants’ algorithms should be designed to analyze satellite and aerial imagery in order to localize and categorize various types of building damage caused by natural disasters. Their solutions will be tested against a new dataset, xBD. Created by experts from academia and industry, xBD is currently the largest and most diverse annotated building damage dataset, allowing machine learning/artificial intelligence (ML/AI) practitioners to generate and test models for automating building damage assessments. The xView 2 Challenge partners represent a first-of-its-kind coalition between the artificial intelligence and disaster response communities.
Learn more about how to be part of this group to solve humanitarian assistance and disaster relief challenges using AI/ML at www.xview2.org.
August 29, 2019
Last Updated: 1:49PM EDT
Florida Hurricane GIS Resources
Florida Division of Emergency Management makes several key resources available to support disaster readiness and response efforts.
Hurricane Forecasts and Advisories
NOAA’s National Hurricane Center – For the most authoritative source for Hurricane Advisories visit the NHC website at https://www.nhc.noaa.gov/.
Hurricane Situational Awareness
FEMA’s Hurricane Incident Journal – Provides relevant spacial decision-making support and is available to the general public at https://bit.ly/2MXR7Zb.
NAPSG has a light-weight and publicly accessible situational awareness viewer for the community to access basic information on incidents and forecasts. Visit: https://bit.ly/2OgwNit.
2019 Hurricane Crowdsourced Photo App
Use this app and map to get a picture of 2018 hurricane damage at the ground level.
How you can help? Sleuth the web for photos from social media (Facebook, Twitter, etc.) that indicate flood impact in areas affected by 2018 hurricanes and have a location identified (street address, neighborhood, town, etc.) and add them to the map. https://arcg.is/1Kf5XS
SAR and First Responder Geospatial Toolkit
Use this Story Map template to implement a common geospatial framework and suite of templates for disaster response search and rescue (SAR) and emergency response missions. Interoperability between SAR and first responder teams is critical to response and recovery.
Preliminary Damage Assessment Templates
FEMA has released two standardized template forms that match the information required by FEMA to evaluate requests for the Public Assistance (PA) and Individual Assistance (IA) FEMA Recovery Programs.
For more information on the FEMA PDA Templates and technical guidance to support implementation, visit: https://bit.ly/2x6DbSO.
Open Data for Disasters
Access the latest incident data available from FEMA and other partners to support situational awareness and decision making in support of hurricanes. Visit: https://communities.geoplatform.gov/disasters/
Identify Local and State Data Sources and Contacts
This web map provides you with links to active state geospatial open data portals and key points of contact to aid in the search and discovery of local and state GIS data. https://bit.ly/2x0GtXv