Journal Publications
Peer-Reviewed Research in Prestigious Academic Journals
Vision-audio multimodal object recognition using hybrid and tensor fusion techniques
Md Redwan Ahmed, Rezaul Haque, SM Arafat Rahman, Ahmed Wasif Reza, Nazmul Siddique, Hui Wang
Information Fusion (Elsevier)
Feb 2026
Audio–visual multimodal object recognition with hybrid + tensor fusion strategies designed for robust real-world performance.
Ensemble Transformer with Post-hoc Explanations for Depression Emotion and Severity Detection
Sazzadul Islam, Rezaul Haque, Mahbub Alam Khan, Arafath Bin Mohiuddin, Md Ismail Hossain Siddiqui, Zishad Hossain Limon, Katura Gania Khushbu, SM Masfequier Rahman Swapno, Md Redwan Ahmed, Abhishek Appaji
iScience (Cell Press / Elsevier)
Jan 2026
DepTformer-XAI-SV: ensemble transformers for depression emotion/severity detection with LIME explanations and a web app.
Explainable Transformer Framework for Fast Cotton Leaf Diagnostics and Fabric Defect Detection
SM Masfequier Rahman Swapno, Anamul Sakib, Amira Hossain, Jesika Debnath, Abdullah Al Noman, Abdullah Al Sakib, Md Redwan Ahmed, Rezaul Haque, Abhishek Appaji
iScience (Cell Press / Elsevier)
Dec 2025
Explainable transformer framework spanning agriculture (cotton leaf) and textile inspection (fabric defect) with practical interpretability.
LMVT: A hybrid vision transformer with attention mechanisms for efficient and explainable lung cancer diagnosis
Jesika Debnath, Amira Hossain, Anamul Sakib, Hamdadur Rahman, Rezaul Haque, Md Redwan Ahmed, Ahmed Wasif Reza, SM Masfequier Rahman Swapno, Abhishek Appaji
Informatics in Medicine Unlocked (Elsevier)
2025
Hybrid ViT with attention and XAI for efficient and explainable lung cancer diagnosis (deployment-oriented).
Accelerated and accurate cervical cancer diagnosis using a novel stacking ensemble method with explainable AI
Md Ismail Hossain Siddiqui, Shakil Khan, Zishad Hossain Limon, Hamdadur Rahman, Mahbub Alam Khan, Abdullah Al Sakib, SM Masfequier Rahman Swapno, Rezaul Haque, Ahmed Wasif Reza, Abhishek Appaji
Informatics in Medicine Unlocked (Elsevier)
2025
Stacking ensemble + explainability for reliable cervical cancer diagnosis using Pap smear imaging.
Hierarchical Swin Transformer Ensemble with Explainable AI for Robust and Decentralized Breast Cancer Diagnosis
Md Redwan Ahmed, Hamdadur Rahman, Zishad Hossain Limon, Md Ismail Hossain Siddiqui, Mahbub Alam Khan, Al Shahriar Uddin Khondakar Pranta, Rezaul Haque, SM Masfequier Rahman Swapno, Young-Im Cho, Mohamed S Abdallah
Bioengineering (MDPI)
Jun 2025
Federation-ready Swin-Transformer ensemble with post-hoc explainability for robust breast cancer diagnosis.
Explainable deep stacking ensemble model for accurate and transparent brain tumor diagnosis
Rezaul Haque, Mahbub Alam Khan, Hamdadur Rahman, Shakil Khan, Md Ismail Hossain Siddiqui, Zishad Hossain Limon, SM Masfequier Rahman Swapno, Abhishek Appaji
Computers in Biology and Medicine (Elsevier)
Jun 2025
Explainable deep stacking ensemble for brain tumor diagnosis with transparency-focused reporting.
A Novel MaxViT Model for Accelerated and Precise Soybean Leaf and Seed Disease Identification
Al Shahriar Uddin Khondakar Pranta, Hasib Fardin, Jesika Debnath, Amira Hossain, Anamul Haque Sakib, Md Redwan Ahmed, Rezaul Haque, Ahmed Wasif Reza, M Ali Akber Dewan
Computers (MDPI)
May 2025
MaxViT-based diagnostic pipeline for soybean leaf/seed diseases emphasizing efficiency and interpretability.
ViX-MangoEFormer: An Enhanced Vision Transformer–EfficientFormer and Stacking Ensemble Approach for Mango Leaf Disease Recognition with Explainable Artificial Intelligence
Abdullah Al Noman, Amira Hossain, Anamul Sakib, Jesika Debnath, Hasib Fardin, Abdullah Al Sakib, Rezaul Haque, Md Redwan Ahmed, Ahmed Wasif Reza, M Ali Akber Dewan
Computers (MDPI)
May 2025
ViT–EfficientFormer hybrid with stacking ensemble and XAI for accurate mango leaf disease recognition.
Advancing Early Leukemia Diagnostics: A Comprehensive Study Incorporating Image Processing and Transfer Learning
Rezaul Haque, Abdullah Al Sakib, Md Forhad Hossain, Fahadul Islam, Ferdaus Ibne Aziz, Md Redwan Ahmed, Somasundar Kannan, Ali Rohan, Md Junayed Hasan
BioMedInformatics (MDPI)
Apr 2024
Image-processing + transfer-learning driven leukemia diagnostics with strong comparative evaluation.
Hallucination-Resistant Tri-Modal Information Fusion with a Multi-Granularity Text-Aware Multimodal LLM
CredenceX AI Team
Information Fusion (Elsevier)
2025
Tri-modal fusion with multi-granularity alignment for hallucination-resistant multimodal LLM decision-making.
Adaptive Distribution-Aware Hybrid Transformer with Multi-Scale Tokenization for Robust Medical Image Analysis
CredenceX AI Team
Medical Image Analysis (Elsevier)
2026
Distribution-aware hybrid transformer design to improve robustness under clinical domain shift.
Multi-Stage Deep Learning Pipeline for Gallbladder Disease Classification: Comparative Analysis of Baseline Models, Semi-Supervised Learning Integration, and Novel Self-Supervised Foundation Model Fusion
CredenceX AI Team
Medical Image Analysis (Elsevier)
2025
A multi-stage pipeline combining baseline comparisons, SSL, and foundation-model fusion for gallbladder disease classification.
Semi-Supervised Learning for Calibrated and Label-Efficient Retinal Disease Identification
CredenceX AI Team
Knowledge-Based Systems (Elsevier)
2025
Semi-supervised, calibration-aware retinal disease identification under limited-label regimes.
Communication-Aware Federated Self-Supervised Learning for Intelligent IoT Intrusion Detection System
CredenceX AI Team
Knowledge-Based Systems (Elsevier)
2025
Communication-aware federated SSL framework for scalable IoT intrusion detection under bandwidth constraints.
Aspect-Aware Multimodal Sentiment Analysis of E-Commerce Reviews via Contrastive Graph Fusion for Business Intelligence
CredenceX AI Team
Information Sciences (Elsevier)
2025
Contrastive graph fusion for aspect-aware multimodal sentiment slopes in e-commerce business intelligence.
Efficient and Robust Transformer-Based Facial Screening for Explainable Autism Spectrum Disorder Identification
CredenceX AI Team
Array (Elsevier)
2025
Efficiency-driven transformer facial screening pipeline with explainability for ASD identification.
LightVTD: Lightweight Explainable Vision Transformer with Multi-Path Token Fusion for Drowsiness Detection
AL RAFY, Md Najmul Gony, Md Mashfiquer Rahman, Mohammad Shahadat Hossain, Sd Maria Khatun Shuvra, Rezaul Haque, Md. Redwan Ahmed, S M Masfequier Rahman Swapno, Tahani Jaser Alahmadi, Mohammad Ali Moni
Scientific Reports (Nature Portfolio)
2025
Lightweight explainable ViT with multi-path token fusion for early drowsiness detection in safety-critical scenarios.
Facial Emotion Recognition Using Deep Learning to Identify Problems Related to Mental Health
CredenceX AI Team
Scientific Reports (Nature Portfolio)
2025
Deep learning facial emotion recognition aimed at mental health screening signals with robust evaluation.
MaizeFormerX: An Explainable and Lightweight Vision Transformer with Dual-Scale Architecture for Early Detection of Maize Leaf Disease
AL RAFY, Md Najmul Gony, Md Mashfiquer Rahman, Mohammad Shahadat Hossain, Sd Maria Khatun Shuvra, Rezaul Haque, Md. Redwan Ahmed, S M Masfequier Rahman Swapno, Tahani Jaser Alahmadi, Mohammad Ali Moni
Scientific Reports (Nature Portfolio)
2025
Explainable, lightweight dual-scale ViT architecture for maize leaf disease identification under field-like conditions.
Goldenhar Syndrome Detection with OD-Mamba Backbone for Explainable Rare Craniofacial Disorder Diagnosis
CredenceX AI Team
Scientific Reports (Nature Portfolio)
2025
OD-Mamba backbone for explainable rare craniofacial disorder diagnosis (Goldenhar syndrome).
Fin-TweetX: Multimodal Fusion for Stock Price Movement Prediction via Twitter Sentiment and Technical Indicators
CredenceX AI Team
Applied Soft Computing (Elsevier)
2025
Multimodal fusion of social sentiment and technical indicators for stock movement prediction under noise/drift.
C²-SHMN: Causally-Conditioned Spiking Hyper-Meta Networks for Low-Power Event Sensing and Inertial Fusion
CredenceX AI Team
IEEE Access
2025
Causality-conditioned spiking hyper-meta networks for low-power sensing and inertial/event fusion.
Explainable Token-Fusion Transformer for Early Drowsiness State Recognition in Safety-Critical Systems
CredenceX AI Team
Array (Elsevier)
2025
Token-fusion transformer for early drowsiness state recognition with explainability and safety-critical constraints.
Explainable AI-Driven Hybrid Deep Learning Framework for Accurate Skin Cancer Diagnosis
Abdullah Al Sakib, S M Masfequier Rahman Swapno, Fahim Ahamed, Arafath Bin Mohiuddin, Md Imranul Hoque Bhuiyan, Shakil Khan, Katura Gania Khushbu, Rezaul Haque, Tahani Jaser Alahmadi, Mohammad Ali Moni
Digital Health (Sage)
2025
Hybrid deep learning skin cancer diagnosis framework emphasizing explainability and clinically aligned reporting.