activity
20232026
most citedSSTAF: Spatial-Spectral-Temporal Attention Fusion Transformer for Motor Imagery Classification

7 citations · 10 across the 14 of their papers we have counts for

collaborators

14 papers

cs.CV2026

FedDP-PALD: A Privacy-Preserving Federated Latent Diffusion Framework with Prototype Aggregation for Medical Data Synthesis

Md. Sajeebul Islam Sk., Khan Enaet Hossain, Md. Mehedi Hasan Shawon

Medical images and physiological signals provide valuable information for accurate diagnosis. Developing diagnostic models often requires patient data from multiple institutions, a…

cs.CV2026

An Explainable Vision-Language Model Framework with Adaptive PID-Tversky Loss for Lumbar Spinal Stenosis Diagnosis

Md. Sajeebul Islam Sk., Md. Mehedi Hasan Shawon, Md. Golam Rabiul Alam

Lumbar Spinal Stenosis (LSS) diagnosis remains a critical clinical challenge, with diagnosis heavily dependent on labor-intensive manual interpretation of multi-view Magnetic Reson…

cs.CV2026

Less Is More? Selective Visual Attention to High-Importance Regions for Multimodal Radiology Summarization

Mst. Fahmida Sultana Naznin, Adnan Ibney Faruq, Mushfiqur Rahman +3

Automated radiology report summarization aims to distill verbose findings into concise clinical impressions, but existing multimodal models often struggle with visual noise and fai…

cs.LG2025

Interpretable Heart Disease Prediction via a Weighted Ensemble Model: A Large-Scale Study with SHAP and Surrogate Decision Trees

Md Abrar Hasnat, Md Jobayer, Md. Mehedi Hasan Shawon +1

Cardiovascular disease (CVD) remains a critical global health concern, demanding reliable and interpretable predictive models for early risk assessment. This study presents a large…

cs.CL2025

Are ASR foundation models generalized enough to capture features of regional dialects for low-resource languages?

Tawsif Tashwar Dipto, Azmol Hossain, Rubayet Sabbir Faruque +12

Conventional research on speech recognition modeling relies on the canonical form for most low-resource languages while automatic speech recognition (ASR) for regional dialects is…

cs.CL2025

RegSpeech12: A Regional Corpus of Bengali Spontaneous Speech Across Dialects

Md. Rezuwan Hassan, Azmol Hossain, Kanij Fatema +13

The Bengali language, spoken extensively across South Asia and among diasporic communities, exhibits considerable dialectal diversity shaped by geography, culture, and history. Pho…

cs.SD2025

SS-DPPN: A self-supervised dual-path foundation model for the generalizable cardiac audio representation

Ummy Maria Muna, Md Mehedi Hasan Shawon, Md Jobayer +3

The automated analysis of phonocardiograms is vital for the early diagnosis of cardiovascular disease, yet supervised deep learning is often constrained by the scarcity of expert-a…

cs.LG2025★ 1 cited

FoundationalECGNet: A Lightweight Foundational Model for ECG-based Multitask Cardiac Analysis

Md. Sajeebul Islam Sk., Md Jobayer, Md Mehedi Hasan Shawon +1

Cardiovascular diseases (CVDs) remain a leading cause of mortality worldwide, underscoring the importance of accurate and scalable diagnostic systems. Electrocardiogram (ECG) analy…

cs.CV2025★ 7 cited

SSTAF: Spatial-Spectral-Temporal Attention Fusion Transformer for Motor Imagery Classification

Ummay Maria Muna, Md. Mehedi Hasan Shawon, Md Jobayer +2

Brain-computer interfaces (BCI) in electroencephalography (EEG)-based motor imagery classification offer promising solutions in neurorehabilitation and assistive technologies by en…

cs.CL2025

CSTRL: Context-Driven Sequential Transfer Learning for Abstractive Radiology Report Summarization

Mst. Fahmida Sultana Naznin, Adnan Ibney Faruq, Mostafa Rifat Tazwar +3

A radiology report comprises several sections, including the Findings and Impression of the diagnosis. Automatically generating the Impression from the Findings is crucial for redu…

eess.SP2024

Attentive Dilated Convolution for Automatic Sleep Staging using Force-directed Layout

Md Jobayer, Md Mehedi Hasan Shawon, Tasfin Mahmud +2

Sleep stages play an important role in identifying sleep patterns and diagnosing sleep disorders. In this study, we present an automated sleep stage classifier called the Attentive…

cs.LG2024

A Systematic Review on Sleep Stage Classification and Sleep Disorder Detection Using Artificial Intelligence

Tayab Uddin Wara, Ababil Hossain Fahad, Adri Shankar Das +1

Sleep is vital for people's physical and mental health, and sound sleep can help them focus on daily activities. Therefore, a sleep study that includes sleep patterns and sleep dis…

eess.SP2024

FunnelNet: An End-to-End Deep Learning Framework to Monitor Digital Heart Murmur in Real-Time

Md Jobayer, Md. Mehedi Hasan Shawon, Md Zakir Hossain +4

Heart murmurs are abnormal sounds caused by turbulent blood flow in the heart. Several diagnostic methods are available to detect heart murmurs and their severity, including cardia…

cs.CV2023★ 2 cited

bbOCR: An Open-source Multi-domain OCR Pipeline for Bengali Documents

Imam Mohammad Zulkarnain, Shayekh Bin Islam, Md. Zami Al Zunaed Farabe +9

Despite the existence of numerous Optical Character Recognition (OCR) tools, the lack of comprehensive open-source systems hampers the progress of document digitization in various…