Image and Text: Fighting the Same Battle? Super-resolution Learning for Imbalanced Text Classification

R Meunier, F Benamara, V Moriceau… - 2023 Conference on …, 2023 - hal.science
In this paper, we propose SRL4NLP, a new approach for data augmentation by drawing an
analogy between image and text processing: Super-resolution learning. This method is …

Visual and Linguistic Double Transformer Fusion Model for Multimodal Tweet Classification

J Zhou, X Wang, N Liu, X Liu, J Lv, X Li… - … Joint Conference on …, 2023 - ieeexplore.ieee.org
Over the past few decades, disaster assessment and management have made extensive
use of data from social media platforms. Tens of millions of tweets, either text, images, or …

DEES: a real-time system for event extraction from disaster-related web text

N Algiriyage, R Prasanna, K Stock, EEH Doyle… - Social Network Analysis …, 2022 - Springer
The rapid growth of Internet-based communication technologies in the form of Social Media
(SM) and associated mobile applications has enabled people to share information related to …

Hybrid bat and salp swarm algorithm for feature selection and classification of crisis-related tweets in Social Networks

NA Farooqui, MK Hasan, MAR Noori… - IEEE …, 2024 - ieeexplore.ieee.org
Twitter is a useful tool for effectively tracking and managing crisis-related incidents.
However, due to many irrelevant features in textual data, the problem of high dimensionality …

Informative task classification with concatenated embeddings using deep learning on crisisMMD

T Jain, D Gopalani, Y Kumar Meena - International Journal of …, 2025 - Taylor & Francis
Disastrous situations pose a formidable challenge, testing our resilience against nature's
fury and the race against time to prevent the loss of human life. It is noted that in such …

[PDF][PDF] Are Sudden Crises Making me Collapse? Measuring Transfer Learning Performances on Urgency Detection

N Bourgon, F Benamara, A Mari… - … Systems for Crisis …, 2022 - ut3-toulouseinp.hal.science
This paper aims at measuring transfer learning performances across different types of crises
related to sudden or unexpected events (like earthquakes, terror attacks, explosions …

Classification de tweets en situation d'urgence pour la gestion de crises

R Meunier, L Moudjari, F Benamara… - 18e Conférence en …, 2023 - hal.science
Le traitement de données provenant de réseaux sociaux en temps réel est devenu une outil
attractifdans les situations d'urgence, mais la surcharge d'informations reste un défi à …

Multi-source multimodal deep learning to improve situation awareness: an application of emergency traffic management: a thesis presented in partial fulfilment of the …

RN Hewa Algiriyage - 2023 - mro.massey.ac.nz
Traditionally, disaster management has placed a great emphasis on institutional warning
systems, and people have been treated as victims rather than active participants. However …