Publications / AI for Social Good / Humanitarian AI

Humanitarian AI

Peer-reviewed research from QCAI, published in leading international venues.

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2026

1 publications
Humanitarian AI2026

DisasterVQA: A Visual Question Answering Benchmark Dataset for Disaster Scenes

Aisha Al-Mohannadi, Ayisha Firoz, Yin Yang, Muhammad Imran, Ferda OfliProceedings of the International AAAI Conference on Web and Social Media (2026)
DOI

2025

4 publications
Humanitarian AI2025

AI-Driven Disaster Response and Displacement Monitoring

Noora Al-Emadi, Muhammad Imran, Yin Yang, Ingmar Weber, Fabjan Lashi, Gaia Rigodanza, Ivana Hajžmanová, Ferda OfliCommunications of the ACM (2025)
DOI
Humanitarian AI2025

Analysing Satellite Imagery Classification under Spatial Domain Shift across Geographic Regions

Sara Al-Emadi, Yin Yang, Ferda OfliInternational Journal of Computer Vision (2025)
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Humanitarian AI2025

Benchmarking Object Detectors under Real-World Distribution Shifts in Satellite Imagery

Sara Al-Emadi, Yin Yang, Ferda Ofli. Computer Vision, Pattern Recognition(CVPR) (2025)
DOI
Humanitarian AI2025

Evaluating Robustness of LLMs on Crisis-Related Microblogs across Events, Information Types, and Linguistic Features

Muhammad Imran, Abdul Wahab Ziaullah, Kai Chen, Ferda OfliWWW 2025 – Proceedings of the ACM Web Conference (2025)
DOI

2024

1 publications
Humanitarian AI2024

(Won Deployed Application Award) Flood Insights: Integrating Remote and Social Sensing Data for Flood Exposure, Damage, and Urgent Needs Mapping.

Zainab Akhtar, Umair Qazi, Aya El-Sakka, Rizwan Sadiq, Ferda Ofli, Muhammad ImranAAAI Conference on Artificial Intelligence (2024)
DOI

2023

2 publications
Humanitarian AI2023

Mapping Flood Exposure, Damage, and Population Needs Using Remote and Social Sensing: A Case Study of 2022 Pakistan Floods

Zainab Akhtar, Umair Qazi, Rizwan Sadiq, Aya El-Sakka, Muhammad Sajjad, Ferda Ofli, WWWProceedings of the ACM Web Conference 2023 (2023)
DOI
Humanitarian AI2023

Incidents1M: A Large-Scale Dataset of Images with Natural Disasters, Damage, and Incidents

Ethan Weber, Dim P. Papadopoulos, Agata Lapedriza, Ferda Ofli, Muhammad Imran, Antonio TorralbaIEEE Transactions on Pattern Analysis and Machine Intelligence (2023)
DOI

2018

1 publications
Humanitarian AI2018

CrisisMMD: Multimodal twitter datasets from natural disasters

Firoj Alam, Ferda Ofli, Muhammad ImranProceedings of the international AAAI conference on web and social media (2018)
DOI

2014

1 publications
Humanitarian AI2014

AIDR: Artificial Intelligence for Disaster Response

Muhammad Imran, Carlos Castillo, Ji Lucas, Patrick Meier, Sarah ViewegConference on World Wide Web WWW (2014)
DOI