Devastating floods are making headlines worldwide, but advances in deep learning for detection could turn uncertainty over evacuations into yesterday's news.
Applying a data set of 66,000 images, data scientists have created an ensemble of models for predicting flood zones. And the models are generalizable for application to new geographies.
The findings, published in a recent paper, will be discussed in a presentation at the NVIDIA GTC 2021 conference next month.
The pioneering effort landed second place at the Emerging Techniques in Computational Intelligence (ETCI) 2021 competition on flood detection. It came in just a hair behind, the first-place effort on what's known as the intersection over union score, or IOU, which measures overlap in image segmentation.
For Siddha Ganju, one of the paper's authors, floods aren't just something you read about or see in viral videos. When she was six years old, her father was driving in northern India, and his car was overturned in a flash flood. He escaped the car and was fortunate to make it to land alive, swimming past snakes, but he couldn't contact his family for nearly a day.
This was before mobile phones, and we were waiting for him for a long time, said Ganju, a senior data scientist at NVIDIA. Flooding isn't like a swimming pool, it's not something you can swim through. The current is very fast and filled with dangerous debris like fast-moving fallen trees.
India's monsoon season can hammer rainfall of 3 feet or more during a day, suddenly bursting rivers with a tsunami-like force of water. Earthquakes can prompt sudden flooding as well.
Floods cause more than $40 billion in damages worldwide a year, according to the Organization for Economic Cooperation and Development.
Flood Segmentation in Seconds The ETCI competition asked contestants to use 66,000 SAR Sentinel-1 labeled images with pixels that show before and after a flood. Participants were challenged to develop semantic segmentation models using the data so that they could be applied to new unlabeled images to perform inference on potential flood zones.
Satellite imagery of Florence, North Carolina, depicting water coverage. The images - provided by NASA's Interagency Implementation and Advanced Concepts Team - included Bangladesh; Nebraska; North Alabama; Red River, North Dakota; Florence, North Carolina; and other regions.
Ganju teamed up for the ETCI competition with Sayak Paul, a machine learning engineer at e-commerce startup Carted. The results showed that their models, running on NVIDIA V100 Tensor Core GPUs, can create a segmentation for flood zones spanning roughly 24,000 square miles in just 3 seconds.
Training Model Ensembles Ganju and Paul developed an ensemble of models with UNet and UNet++, a pair of convolutional neural network architectures used for image segmentation. They can analyze pixels for borders between things like land and water.
The duo's best performing model was trained in multiple iterations, with the output of each stage feeding into the next stage.
NVIDIA V100 GPUs in the cloud powered the training for the ensemble of models, and all the inference was done on them as well.
Developing for Social Impact Their generalizable method can be easily applied. Specific images of annotated coast lines, deserts, urban areas or others aren't needed, as it's all built into the model. This enables others to harness the work for any region, possibly just updating the data set to improve it with transfer learning.
Ganju and Paul hope their code, posted on GitHub, is picked up by local experts in science disciplines who can improve and deploy it for emergency systems around the world. They are in talks with the United Nations Satellite Centre, which is interested in testing the AI to improve its flood detection tool and disaster response system, said Ganju.
A lot of people could be directly or indirectly impacted by this, she said.
Most recent headlines
04/08/2024
Dalet, a leading technology and service provider for media-rich organizations, is excited to announce Santiago Solanas as its new Chief Executive Officer (CEO)....
03/06/2024
Dalet, a leading technology and service provider for media-rich organizations, a...
28/04/2024
Mediahaus delivers the first SRT live-streaming sports production over 5G with U...
24/04/2024
FRANKFURT, Germany Software solutions provider manifold technologies has announced that its manifold CLOUD was selected by NEP Belgium to provide a signal proce...
24/04/2024
NEW YORK Integral Ad Science has announced that it has earned Media Rating Council (MRC) accreditation for its sophisticated invalid traffic (SIVT) filtration f...
24/04/2024
LOS GATOS, Calif. Streaming media company Plex has announced a partnership with the National Football League that will add the NFL Channel, the NFLs 24/7 free l...
24/04/2024
WASHINGTON, D.C. NAB President and CEO Curtis LeGeyt has agreed to a contract extension that will keep him at the helm of NAB through 2029, according to NAB Joi...
24/04/2024
GENEVA, Switzerland Software-defined video network (SDVN) platform specialist GlobalM and broadcast-quality content distribution expert scoopa have formed a str...
24/04/2024
24 04 2024 - Media release Screen Australia celebrates Australian projects bound...
24/04/2024
Berklee Online to Hold 2024 Berklee Onsite Music Conference May 31-June 1 The in-person conference is open to Berklee Online students and the music community ...
24/04/2024
Kargo said it has launched a new product that gives advertisers more details about the connected TV campaigns they are buying....
24/04/2024
Mundo Hispano Digital said it has launched MundoNow Connect, which is designed to use first-party audience data to help advertisers reach Latino connected-TV vi...
24/04/2024
Brittney Griner, the WNBA star who spent 10 months in a Russian prison, sits with Robin Roberts for a primetime special on ABC Wednesday, May 1. The 20/20 speci...
24/04/2024
To give its subscribers more content to pick from, DirecTV Stream is making deals to carry streaming channels from Cineverse and additional digital multicast ch...
24/04/2024
Jenny Padura has been promoted to co-anchor on the 6 and 11 p.m. newscasts at WLTV Miami, known as Univision 23. She starts April 25 and will anchor with Ambros...
24/04/2024
Paris Schutz has joined WFLD Chicago, known as Fox 32, as a political reporter. He starts April 29 and will handle all political coverage for the station, repor...
24/04/2024
Plex has made a deal with the National Football League that will let users watch the NFL Channel, the league's free ad-supported streaming television (FAST)...
24/04/2024
Arnold Schwarzenegger and Sylvester Stallone sit for a chat when TMZ Presents: Arnold & Sly: Rivals, Friends, Icons debuts on Fox Tuesday, April 23. The pair di...
24/04/2024
Lionsgate Television said it signed a new multiyear employment agreement with executive VP, worldwide production, Gary Goodman....
24/04/2024
Miguelangel Lopez, WTMO Orlando (Florida) VP of news, has been named regional VP of news and content for WTMO, WRMD Tampa and WWDT Fort Myers, effective immedia...
23/04/2024
Psychology can play an important role in helping us understand what audiences respond to (Dr Jon Roozenbeek, Cambridge Social Decision-Making Lab)
For newsroom...
23/04/2024
IN ADDITION TO FICTION AND DOCUMENTARY FEATURES, THE SELECTION INCLUDES:
PRO...
23/04/2024
Today, we announced our first quarter 2024 earnings. In a solid start to the year, Spotify reported
Monthly Active Users grew 19% Y/Y to 615 million.
Subscri...
23/04/2024
Idag publicerar Spotify sina finansiella resultat f r f rsta kvartalet 2024. ret har inletts stabilt:
M natliga aktiva anv ndare kade med 19 % j mf rt med f...
23/04/2024
In the last decade, as K-Pop cemented its status as a global phenomenon, Spotify has helped fans around the world keep their fingers on the pulse at every step ...
23/04/2024
Social entrepreneur Hedayat Osyan wins Les Murray Award for Refugee Recognition
23 April, 2024
Media releases
The prestigious award is now in its third yea...
23/04/2024
LONDON IBC is now accepting nominations for its IBC2024 Innovation Awards, which honor achievements in technological innovation and social impact media & entert...
23/04/2024
WASHINGTON, D.C. In response to the introduction of the Broadcast VOICES Act that seeks to encourage more diversity in the ownership of TV and radio stations, t...
23/04/2024
MIAMI, Fla. As part of a push to expand its FAST channel and streaming operations, Hemisphere Media Group has launched its free ad supported television (FAST) c...
23/04/2024
LOS ANGELES DirecTV is adding seven new channels to its rapidly expanding streaming lineup through new licensing agreements with Cineverse Corp. and Scripps Net...
23/04/2024
Entitled Our Creative Future, the manifesto calls for radical new action' t...
23/04/2024
The company has secured investment from private equity firm PAI Partners, which also holds a stake in outside broadcasting company EMG
By Jenny Priestley
Pub...
23/04/2024
Cameron also said he recognised Marlow as a potential UK and European base for his new company, LIGHTSTORM 3D
By Matthew Corrigan
Published: April 23, 2024 ...
23/04/2024
The five categories cover Content Creation, Content Distribution, Content Everywhere, Social Impact and Environment & Sustainability
By Matthew Corrigan
Publ...
23/04/2024
He played a central role in securing key broadcast rights, including the FIFA World Cup 2018 and 2022
By Matthew Corrigan
Published: April 23, 2024
He pla...
23/04/2024
IBC is preparing to honour the highest achievements in technological innovation and social impact with the launch of its prestigious IBC2024 Innovation Awards, ...
23/04/2024
BREA, Calif. Bolin Technology is integrating Network Device Interface (NDI) across its product line, bringing support for the latest NDI technologies to its PTZ...
23/04/2024
WYOMISSING, Pa. PENN Entertainment has announced that longtime Disney and ESPN executive Aaron LaBerge has been named chief technology officer effective July 1,...
23/04/2024
In response to an FCC ruling in March proposing a $1.2 million fine against Nexstar and a ruling that Mission Broadcasting sell WPIX, Nexstar has filled a respo...
23/04/2024
Sony has announced new details about how the National Hot Rod Association (NHRA) is using Sony's Ci Media Cloud platform to streamline its workflows and spe...
23/04/2024
Esports' rapid rise to popularity can be attributed to many factors, from technological advancements that have enhanced the quality of modern gaming experie...
23/04/2024
OpenDrives, Inc., the global provider of software-defined media workflow solutions and data management capabilities, has been selected as a winner in the 2024 N...
23/04/2024
BCNEXXT is pleased to announce that Vpe has won the 2024 NAB Show Product of the Year Award in the Asset Management, Automation and Playout category. The offici...
23/04/2024
Gravity Media, a world leading global provider of complex live creative production and media services, today outlined the broadcast technology and television pr...
23/04/2024
Scality, a global leader in cyber-resilient storage for the AI era, today announced the appointment of Peter Brennan as Chief Executive Officer (CEO) of Scality...
23/04/2024
Blackmagic Design today announced ATEM 1 M/E Constellation 4K and ATEM 2 M/E Constellation 4K switchers, two new Ultra HD models of the ATEM Constellation famil...
23/04/2024
Blackmagic Design today announced Blackmagic Videohub 120x120 12G, the newest model in the Videohub 12G router family. The massive Blackmagic Videohub 120x120 1...
23/04/2024
Blackmagic Design today announced new lower prices for Blackmagic Video Assist 3G and 12G models. Customers can save US$200 on all models. These lower prices ma...
23/04/2024
Adder Technology continues to shine brightly, with its groundbreaking product, the ADDERLink INFINITY 3000 (ALIF3000), once again taking center stage. Hot on t...
Devastating floods are making headlines worldwide, but advances in deep learning for detection could turn uncertainty over evacuations into yesterday's news.
