Natural Disasters Detection in Social Media and Satellite imagery: a survey
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Abstract (arXiv)
The analysis of natural disaster-related multimedia content got great attention in recent years. Being one of the most important sources of information, social media have been crawled over the years to collect and analyze disaster-related multimedia content. Satellite imagery has also been widely explored for disasters analysis. In this paper, we survey the existing literature on disaster detection and analysis of the retrieved information from social media and satellites. Literature on disaster detection and analysis of related multimedia content on the basis of the nature of the content can be categorized into three groups, namely (i) disaster detection in text; (ii) analysis of disaster-related visual content from social media; and (iii) disaster detection in satellite imagery. We extensively review different approaches proposed in these three domains. Furthermore, we also review benchmarking datasets available for the evaluation of disaster detection frameworks. Moreover, we provide a detailed discussion on the insights obtained from the literature review, and identify future trends and challenges, which will provide an important starting point for the researchers in the field.
Key facts. Cited by 27 papers in the map (data through 7 Oct 2026). First posted on arXiv 14 Jan 2019.
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Citing papers per year: 2021: 7; 2022: 3; 2023: 6; 2024: 7; 2025: 3; 2026: 1.
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- 2022Incidents1M: a large-scale dataset of images with natural disasters, damage, and incidentscited by 25
- 2021MEDIC: A Multi-Task Learning Dataset for Disaster Image Classificationcited by 20
- 2025Harnessing Large Language Models for Disaster Management: A Surveycited by 20
- 2024Continual Learning for Smart City: A Surveycited by 9
- 2023ContCommRTD: A Distributed Content-based Misinformation-aware Community Detection System for Real-Time Disaster Reportingcited by 8
- 2022Social Media as an Instant Source of Feedback on Water Qualitycited by 7
- 2022Common Practices and Taxonomy in Deep Multi-view Fusion for Remote Sensing Applicationscited by 5
- 2024CrisisViT: A Robust Vision Transformer for Crisis Image Classificationcited by 5
- 2021Robust Training of Social Media Image Classification Models for Rapid Disaster Responsecited by 4
- 2023Document Provenance and Authentication through Authorship Classificationcited by 4
- 2024Stylometry Analysis of Multi-authored Documents for Authorship and Author Style Change Detectioncited by 4
- 2024A Named Entity Recognition and Topic Modeling-based Solution for Locating and Better Assessment of Natural Disasters in Social Mediacited by 4
15 more
- 2023Floods Relevancy and Identification of Location from Twitter Posts using NLP Techniquescited by 3
- 2021Sentiment Analysis of Users' Reviews on COVID-19 Contact Tracing Apps with a Benchmark Datasetcited by 2
- 2021Explainable Event Recognitioncited by 2
- 2021NLP Techniques for Water Quality Analysis in Social Media Contentcited by 2
- 2023Relevance Classification of Flood-related Twitter Posts via Multiple Transformerscited by 2
- 2025MONITRS: Multimodal Observations of Natural Incidents Through Remote Sensingcited by 2
- 2021Visual Sentiment Analysis: A Natural DisasterUse-case Task at MediaEval 2021cited by 1
- 2023SolarFormer: Multi-scale Transformer for Solar PV Profilingcited by 1
- 2021Deep Models for Visual Sentiment Analysis of Disaster-related Multimedia Contentcited by 0
- 2023Deep Learning Driven Detection of Tsunami Related Internal GravityWaves: a path towards open-ocean natural hazards detectioncited by 0
- 2024Event detection from novel data sources: Leveraging satellite imagery alongside GPS tracescited by 0
- 2024S3Former: Self-supervised High-resolution Transformer for Solar PV Profilingcited by 0
- 2024Social Media Informatics for Sustainable Cities and Societies: An Overview of the Applications, associated Challenges, and Potential Solutionscited by 0
- 2025AI and Generative AI Transforming Disaster Management: A Survey of Damage Assessment and Response Techniquescited by 0
- 2026Cross-Modal Rationale Transfer for Explainable Humanitarian Classification on Social Mediacited by 0
- 2026Cross-Modal Rationale Transfer for Explainable Humanitarian Classification on Social Media19 Mar 2026
- 2025MONITRS: Multimodal Observations of Natural Incidents Through Remote Sensing22 Jul 2025
- 2025AI and Generative AI Transforming Disaster Management: A Survey of Damage Assessment and Response Techniques13 May 2025
- 2025Harnessing Large Language Models for Disaster Management: A Survey12 Jan 2025
- 2024Social Media Informatics for Sustainable Cities and Societies: An Overview of the Applications, associated Challenges, and Potential Solutions3 Dec 2024
- 2024S3Former: Self-supervised High-resolution Transformer for Solar PV Profiling7 May 2024
- 2024A Named Entity Recognition and Topic Modeling-based Solution for Locating and Better Assessment of Natural Disasters in Social Media1 May 2024
- 2024Continual Learning for Smart City: A Survey1 Apr 2024
- 2024Event detection from novel data sources: Leveraging satellite imagery alongside GPS traces19 Jan 2024
- 2024Stylometry Analysis of Multi-authored Documents for Authorship and Author Style Change Detection12 Jan 2024
- 2024CrisisViT: A Robust Vision Transformer for Crisis Image Classification5 Jan 2024
- 2023SolarFormer: Multi-scale Transformer for Solar PV Profiling30 Oct 2023
15 more
- 2023Deep Learning Driven Detection of Tsunami Related Internal GravityWaves: a path towards open-ocean natural hazards detection8 Aug 2023
- 2023Document Provenance and Authentication through Authorship Classification2 Mar 2023
- 2023ContCommRTD: A Distributed Content-based Misinformation-aware Community Detection System for Real-Time Disaster Reporting30 Jan 2023
- 2023Floods Relevancy and Identification of Location from Twitter Posts using NLP Techniques1 Jan 2023
- 2023Relevance Classification of Flood-related Twitter Posts via Multiple Transformers1 Jan 2023
- 2022Common Practices and Taxonomy in Deep Multi-view Fusion for Remote Sensing Applications20 Dec 2022
- 2022Social Media as an Instant Source of Feedback on Water Quality9 Feb 2022
- 2022Incidents1M: a large-scale dataset of images with natural disasters, damage, and incidents11 Jan 2022
- 2021Deep Models for Visual Sentiment Analysis of Disaster-related Multimedia Content30 Nov 2021
- 2021NLP Techniques for Water Quality Analysis in Social Media Content30 Nov 2021
- 2021Visual Sentiment Analysis: A Natural DisasterUse-case Task at MediaEval 202122 Nov 2021
- 2021Explainable Event Recognition2 Oct 2021
- 2021MEDIC: A Multi-Task Learning Dataset for Disaster Image Classification29 Aug 2021
- 2021Robust Training of Social Media Image Classification Models for Rapid Disaster Response9 Apr 2021
- 2021Sentiment Analysis of Users' Reviews on COVID-19 Contact Tracing Apps with a Benchmark Dataset1 Mar 2021
- 2022Incidents1M: a large-scale dataset of images with natural disasters, damage, and incidentscited by 25
- 2021MEDIC: A Multi-Task Learning Dataset for Disaster Image Classificationcited by 20
- 2025Harnessing Large Language Models for Disaster Management: A Surveycited by 20
- 2024Continual Learning for Smart City: A Surveycited by 9
- 2023ContCommRTD: A Distributed Content-based Misinformation-aware Community Detection System for Real-Time Disaster Reportingcited by 8
- 2022Social Media as an Instant Source of Feedback on Water Qualitycited by 7
- 2022Common Practices and Taxonomy in Deep Multi-view Fusion for Remote Sensing Applicationscited by 5
- 2024CrisisViT: A Robust Vision Transformer for Crisis Image Classificationcited by 5
- 2021Robust Training of Social Media Image Classification Models for Rapid Disaster Responsecited by 4
- 2023Document Provenance and Authentication through Authorship Classificationcited by 4
- 2024Stylometry Analysis of Multi-authored Documents for Authorship and Author Style Change Detectioncited by 4
- 2024A Named Entity Recognition and Topic Modeling-based Solution for Locating and Better Assessment of Natural Disasters in Social Mediacited by 4
12 most cited of 27 All 27 (JSON)
- 2026Cross-Modal Rationale Transfer for Explainable Humanitarian Classification on Social Media19 Mar 2026
- 2025MONITRS: Multimodal Observations of Natural Incidents Through Remote Sensing22 Jul 2025
- 2025AI and Generative AI Transforming Disaster Management: A Survey of Damage Assessment and Response Techniques13 May 2025
- 2025Harnessing Large Language Models for Disaster Management: A Survey12 Jan 2025
- 2024Social Media Informatics for Sustainable Cities and Societies: An Overview of the Applications, associated Challenges, and Potential Solutions3 Dec 2024
- 2024S3Former: Self-supervised High-resolution Transformer for Solar PV Profiling7 May 2024
- 2024A Named Entity Recognition and Topic Modeling-based Solution for Locating and Better Assessment of Natural Disasters in Social Media1 May 2024
- 2024Continual Learning for Smart City: A Survey1 Apr 2024
- 2024Event detection from novel data sources: Leveraging satellite imagery alongside GPS traces19 Jan 2024
- 2024Stylometry Analysis of Multi-authored Documents for Authorship and Author Style Change Detection12 Jan 2024
- 2024CrisisViT: A Robust Vision Transformer for Crisis Image Classification5 Jan 2024
- 2023SolarFormer: Multi-scale Transformer for Solar PV Profiling30 Oct 2023
12 newest of 27 All 27 (JSON)