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Y Feng, C Brenner, M Sester - ISPRS Journal of Photogrammetry and …, 2020 - Elsevier
With increasing urbanization, in recent years there has been a growing interest and need in
monitoring and analyzing urban flood events. Social media, as a new data source, can …

Deepsdc: Deep ensemble learner for the classification of social-media flooding events

M Hanif, M Waqas, A Muneer, A Alwadain, MA Tahir… - Sustainability, 2023 - mdpi.com
Disasters such as earthquakes, droughts, floods, and volcanoes adversely affect human
lives and valuable resources. Therefore, various response systems have been designed …

How deep features have improved event recognition in multimedia: A survey

K Ahmad, N Conci - ACM Transactions on Multimedia Computing …, 2019 - dl.acm.org
Event recognition is one of the areas in multimedia that is attracting great attention of
researchers. Being applicable in a wide range of applications, from personal to collective …

Assessing flood severity from crowdsourced social media photos with deep neural networks

J Pereira, J Monteiro, J Silva, J Estima… - Multimedia Tools and …, 2020 - Springer
The use of social media data in disaster and crisis management is increasing rapidly.
Particularly in connection to flooding events, geo-referenced images shared by citizens can …

People and vehicles in danger-a fire and flood detection system in social media

P Giannakeris, K Avgerinakis… - 2018 IEEE 13th …, 2018 - ieeexplore.ieee.org
This paper presents a novel warning system framework for detecting people and vehicles in
danger. The system was tested in several images compiled from Flickr and other social …

Oil spill identification using deep convolutional neural networks

DM Feinauer, G Latif, AM Alenazy… - 2022 14th …, 2022 - ieeexplore.ieee.org
Oil spill detection is an extremely important topic in which Machine Learning (ML) can be
utilized because oil spills that go undetected can cause huge environmental negative …

Active learning for event detection in support of disaster analysis applications

N Said, K Ahmad, N Conci, A Al-Fuqaha - Signal, Image and Video …, 2021 - Springer
Disaster analysis in social media content is one of the interesting research domains having
an abundance of data. However, there is a lack of labeled data that can be used to train …

Flood detection in social media images using visual features and metadata

RI Jony, A Woodley, D Perrin - 2019 Digital Image Computing …, 2019 - ieeexplore.ieee.org
Images uploaded to social media platforms such as Twitter and Flickr have become a
potential source of information about natural disasters. However, due to their lower reliability …