Research record

Publications

Peer-reviewed and preprint work in medical image analysis, continual learning, multimodal healthcare AI, wound segmentation, and multimodal vision-language modeling.

Accepted · MICAD 2026

Co-lead author · corresponding author

What Limits Continual Learning for Abdominal-Trauma CT Detection? A Diagnostic Study of Forgetting vs. Representation Bottlenecks

Ismaila, L. E.^†, Roy, N.^†,∗, Amin, S., Maroa, C., & Mbilinyi, A. ^†Equal contribution · ^∗Corresponding author

Accepted at the 7th International Conference on Medical Imaging and Computer-Aided Diagnosis (MICAD 2026). The study diagnoses whether continual-learning failure in abdominal CT is driven primarily by forgetting or by representation, label, and task-formulation bottlenecks.

Manuscript Code

Peer-reviewed publications

Citation	Status	My contribution
Roy, N. et al. “Spinal Disease Detection via Deep Multimodal Fusion of X-ray Imagery and Demographic Features.” International Conference on Power, Electronics, Communications, Computing, and Intelligent Infrastructure (PECCII), 2026. IEEE Xplore document 11662047	Published · IEEE	Lead author; BSc thesis; multimodal modeling and study development
Huang, Y., Roy, N., Dhar, E., Upadhyay, U., Kabir, M. A., Uddin, M., Tseng, C.-L., & Syed-Abdul, S. “Deep Learning Prediction Model for Patient Survival Outcomes in Palliative Care Using Actigraphy Data and Clinical Information.” Cancers, 15(8), 2232, 2023. DOI: 10.3390/cancers15082232	Published · Q1 Journal	Methodology; statistical analysis; writing—original draft
“Enhancing Offensive Bengali Social Media Meme Detection: A Weighted Ensemble Architecture for Predicting Type and Target Classes.” 26th International Conference on Computer and Information Technology (ICCIT), 2023. IEEE Xplore document 10441496	Published	Dataset creation and modeling

Preprint

Citation	Status	My contribution
Kabir, M. A., Roy, N., Hossain, M. E., Featherston, J., & Ahmed, S. “Deep Learning for Wound Tissue Segmentation: A Comprehensive Evaluation Using a Novel Dataset.” arXiv:2502.10652, 2025. arXiv:2502.10652 · Dataset repository	Preprint	Data creation; literature review; implementation

Profiles and citation records

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