Halima Khatun

Siam Tahsin Bhuiyan, Rashedur Rahman, Sefatul Wasi, Halima Khatun, Ashraful Islam, AKM Mahbubur Rahman, Saadia Binte Alam, M Ashraful Amin

PelviNeXt: A Modality-Agnostic Hybrid Network for Pelvic Imaging in Women's Health

arXiv (Cornell University), 2026

• perceptual hashing
• pelvic radiography
• multi-scale feature fusion
• polycystic ovary syndrome
• channel and spatial attention
• pelvic fractures
• pelvic ultrasound
• multi-head self-attention

• SDG 3Good Health and Well-being
• SDG 5Gender Equality

Siam Tahsin Bhuiyan, Rashedur Rahman, Sefatul Wasi, Halima Khatun, Manosh Sur Chowdhury, Riyadul Islam, Samiul Karim Mazumder, Naomi Yagi, Syoji Kobashi, Saadia Binte Alam

Beyond the pelvic ring: benchmarking multi-bone segmentation for ROI-Guided fracture detection

Scientific Reports 16(1), pp. 24508, 2026

• pelvic fractures
• Grad-CAM interpretability
• automated fracture detection
• pelvic radiography

• SDG 3Good Health and Well-being

Sadia Alam Kotha, Abdullah Al Alam Shanto, Mumtahina Esha, Siam Tahsin Bhuiyan, Halima Khatun, Rashedur Rahman, Ashraful Islam, Saadia Binte Alam

Learning From Both Eyes: A Bilateral Ensemble Approach for Retinal Disease Classification

2025 IEEE International Women in Engineering (WIE) Conference on Electrical and Computer Engineering (WIECON-ECE), pp. 480-485, 2025

• age-related macular degeneration
• myopia
• retinal disease classification
• cataract
• diabetic retinopathy
• color fundus images
• color correction

• SDG 3Good Health and Well-being

Siam Tahsin Bhuiyan, Halima Khatun, Samiul Karim Mazumder, Fatin Israq, Riyadul Islam, Rashedur Rahman, Ashraful Islam, Saadia Binte Alam

The Role of Model Architecture in Breast Cancer Classification: A Comparison of CNN and Transformer Paradigms on Ultrasound Data

2025 IEEE International Women in Engineering (WIE) Conference on Electrical and Computer Engineering (WIECON-ECE), pp. 356-361, 2025

• DenseNet121
• breast cancer classification
• Swin Transformer
• model architecture comparison
• breast ultrasound
• BUSI dataset
• ConvNeXt
• CNN-Transformer hybrid
• vision transformer
• self-attention

• SDG 3Good Health and Well-being

Siam Tahsin Bhuiyan, Rashedur Rahman, Saadia Binte Alam, Halima Khatun, Riyadul Islam, Sefatul Wasi, Md Akil Raihan Iftee, Ashraful Islam

Patch-Based Deep Ensemble Learning for Enhancing Pelvic Fracture Detection

2025 28th International Conference on Computer and Information Technology (ICCIT), pp. 3022-3027, 2025

• ensemble deep learning
• trauma care
• X-ray images

• SDG 3Good Health and Well-being

Md Zafor Iqbal, Siam Tahsin Bhuiyan, Riyadul Islam, Halima Khatun, Samiul Karim Mazumder, Rashedur Rahman, Ashraful Islam, Saadia Binte Alam

A Two-Stage Deep Learning Framework for Liver and Hepatocellular Carcinoma Segmentation on MRI

2025 IEEE International Conference on Biomedical Engineering, Computer and Information Technology for Health (BECITHCON), pp. 359-364, 2025

• U-Net
• Hepatocellular carcinoma
• tumor segmentation
• liver segmentation
• Magnetic resonance imaging
• two-stage segmentation
• train-test split
• data bias
• Dice coefficient
• small cohorts

• SDG 3Good Health and Well-being

Siam Tahsin Bhuiyan, Mahmudul Haque, Halima Khatun, Rashedur Rahman, Sajed Imtenanul Haque, Ashraful Islam, Saadia Binte Alam

Evaluating Pose Estimation’s Contribution to Violence Detection Using Deep Learning

2025 International Conference on Machine Learning and Cybernetics (ICMLC), pp. 56-61, 2025

• pose estimation
• ConvLSTM
• MoveNet
• violence detection
• human action recognition
• video surveillance
• movement patterns

• SDG 16Peace, Justice and Strong Institutions

Fatin Israq, Saadia Binte Alam, Halima Khatun, Shuvro Sourav Sarker, Siam Tahsin Bhuiyan, Mahmudul Haque, Rashedur Rahman, Syoji Kobashi

UFlow-Net: A Unified Approach for Improved Video Frame Interpolation

2024 27th International Conference on Computer and Information Technology (ICCIT), pp. 340-344, 2024

• frame interpolation
• optical flow
• U-Net
• feature fusion
• skip connections
• encoder-decoder architecture
• dynamic motion