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 Ofli — Proceedings 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 Ofli — Communications of the ACM (2025)
DOI
Humanitarian AI2025

Analysing Satellite Imagery Classification under Spatial Domain Shift across Geographic Regions

Sara Al-Emadi, Yin Yang, Ferda Ofli — International Journal of Computer Vision (2025)
DOI
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 Ofli — WWW 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 Imran — AAAI 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, WWW — Proceedings 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 Torralba — IEEE 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 Imran — Proceedings 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 Vieweg — Conference on World Wide Web WWW (2014)
DOI