Journal Publications
F M Javed Mehedi Shamrat, Mohd Yamani Idna Idris, Chowdhury Forhadul Karim, Xujuan Zhou, Raj Gururajan, "DPA-HairNet: A Dual Encoder Attention Based Network for Hair Artifact Removal in Dermoscopic Images," in IEEE Access, vol. 13, pp. 118185-118211, 2025, doi: 10.1109/ACCESS.2025.3585353. [Download]
F M Javed Mehedi Shamrat, Majdi Khalid, Thamir M. Qadah, Majed Farrash, Hanan Alshanbari, "An explainable multi-objective hybrid machine learning model for reducing heart failure mortality," in PeerJ Computer Science, 11:e2682, 2025, doi: https://doi.org/10.7717/peerj-cs.2682. [Download]
Md. Muktar Ali, Md. Tahmeed Kowsher Hameem, Deen Islam, Md. Arafath Hossen Abir, Md.Moijeuddin Molla, F. M. Javed Mehedi Shamrat, "Modeling Spatial-Temporal Social Interactions for Pedestrians Trajectory Prediction on Real and Synthetic Datasets," in IETI Transactions on Data Analysis and Forecasting (iTDAF), 3(1), pp. 49–69, 2025, doi: https://doi.org/10.3991/itdaf.v3i1.53925. [Download]
F M Javed Mehedi Shamrat, Mohd Yamani Idna Idris, Xujuan Zhou, Majdi Khalid, Sharmin Sharmin, Zeseya Sharmin, Kawsar Ahmed, Mohammad Ali Moni, "PollenNet: A Novel Deep Learning Architecture for High Precision Pollen Grain Classification through Deep Learning and Explainable AI," in Heliyon, 2024, doi: https://doi.org/10.1016/j.heliyon.2024.e38596. [Download]
F M Javed Mehedi Shamrat, Rashiduzzaman Shakil, Sharmin, Nazmul Hoque ovy, Bonna Akter, Md Zunayed Ahmed, Kawsar Ahmed, Francis M. Bui, Mohammad Ali Moni (2024). "An advanced deep neural network for fundus image analysis and enhancing diabetic retinopathy detection" in Healthcare Analytics, 100303. DOI: 10.1016/j.health.2024.100303. [Download]
Shumaiya Akter Shammi, Pronab Ghosh, Ananda Sutradhar, F M Javed Mehedi Shamrat, Mohammad Ali Moni, Thiago Eustaquio Alves de Oliveira, "Advances in Artificial Intelligence and Blockchain Technologies for Early Detection of Human Diseases," in IEEE Transactions on Computational Social Systems, 2024, doi: https://doi.org/10.1109/TCSS.2024.3449748. [Download]
Ananda Sutradhar, Sharmin Akter, F M Javed Mehedi Shamrat, Pronab Ghosh, Xujuan Zhou, Mohd Yamani Idna Bin Idris, Kawsar Ahmed, Mohammad Ali Moni, "Advancing Thyroid Care: An Accurate Trustworthy Diagnostics System with Interpretable AI and Hybrid Machine Learning Techniques," in Heliyon, 2024, doi: https://doi.org/10.1016/j.heliyon.2024.e36556. [Download]
Islam MS, Al Farid F, F M Javed Mehedi Shamrat, Islam MN, Rashid M, Bari BS, Abdullah J, Nazrul Islam M, Akhtaruzzaman M, Nomani Kabir M, Mansor S, Abdul Karim H., "Challenges issues and future recommendations of deep learning techniques for SARS-CoV-2 detection utilising X-ray and CT images: a comprehensive review", in PeerJ Computer Science 10:e2517, doi: https://doi.org/10.7717/peerj-cs.2517 [Download]
F M Javed Mehedi Shamrat, Rashiduzzaman Shakil, Mohd Yamani Idna Idris, Bonna Akter, Xujuan Zhou, "FruitSeg30_Segmentation Dataset & Mask Annotations: A Novel Dataset for Diverse Fruit Segmentation and Classification," in Data in Brief, 110821, 2024, doi: https://doi.org/10.1016/j.dib.2024.110821. [Download]
M. Khalid, F M Javed Mehedi Shamrat, H. Alshanbari, M. Farrash and T. M. Qadah, "A Dynamic Selection Hybrid Model for Advancing Thyroid Care With BOO-ST Balancing Method," in IEEE Access, vol. 12, pp. 78641-78656, 2024, doi: 10.1109/ACCESS.2024.3408869. [Download]
Tanzim Hossain, F M Javed Mehedi Shamrat, Xujuan Zhou, Imran Mahmud, Md. Sakib Ali Mazumder, Sharmin Sharmin and Raj Gururajan (2024). "Development of a multi-fusion convolutional neural network (MF-CNN) for enhanced gastrointestinal disease diagnosis in endoscopy image analysis", in PeerJ Computer Science. DOI: https://doi.org/10.7717/peerj-cs.1950. [Download]
Ananda Sutradhar, Mustahsin Al Rafi, Pronab Ghosh, F M Javed Mehedi Shamrat, Md. Moniruzzaman, Kawsar Ahmed, AKM Azad, Francis M. Bui, Li Chen, Mohammad Ali Moni (2023), "An Intelligent Thyroid Diagnosis System Utilising Multiple Ensemble and Explainable Algorithms with Medical Supported Attributes" in IEEE Transactions on Artificial Intelligence. DOI: 10.1109/TAI.2023.3327981. [Download]
Sutradhar, Ananda, Mustahsin Al Rafi, F M Javed Mehedi Shamrat, Pronab Ghosh, Subrata Das, Md Anaytul Islam, Kawsar Ahmed, Xujuan Zhou, A. K. M. Azad, Salem A. Alyami & Mohammad Ali Moni (2023), "BOO-ST and CBCEC: two novel hybrid machine learning methods aim to reduce the mortality of heart failure patients" in Scientific Reports, 13(1), 22874, 2023. DOI: 10.1038/s41598-023-48486-7. [Download]
Khan Md Hasib, Sami Azam, Asif Karim, Ahmed Al Marouf, F M Javed Mehedi Shamrat, Sidratul Montaha, Kheng Cher Yeo, Mirjam Jonkman, Reda Alhajj and Jon G. Rokne, "MCNN-LSTM: Combining CNN and LSTM to Classify Multi-Class Text in Imbalanced News Data," in IEEE Access, vol. 11, pp. 93048-93063, 2023. DOI: 10.1109/ACCESS.2023.3309697. [Download]
F M Javed Mehedi Shamrat, Sami Azam, Asif Karim, Kawsar Ahmed, Francis M. Bu, Friso DeBoer (2023), "High-precision Multiclass Classification of Lung Disease through Customized MobileNetV2 from Chest X-ray Images", in Computers in Biology and Medicine, Volume 155, 2023, 106646, ISSN 0010-4825. DOI: https://doi.org/10.1016/j.compbiomed.2023.106646 [Download]
F M Javed Mehedi Shamrat et. al,"AlzheimerNet: An Effective Deep Learning based Proposition for Alzheimer’s Disease Stages Classification from Functional Brain Changes in Magnetic Resonance Images", in IEEE Access, vol. 11, pp. 16376-16395, 2023. DOI: 10.1109/ACCESS.2023.3244952. [Download]
Md. Murad Hossin, F. M. Javed Mehedi Shamrat, Md Rifat Bhuiyan, Jannatul Mahua Jabu, Md. Jahidul Islam, Shourav Molla, "Breast Cancer Detection: An Effective Comparison of Different Machine Learning Algorithms on the Wisconsin Dataset", Bulletin of Electrical Engineering and Informatics, Vol. 12, Issue. 04, 2446-2456, 2023. DOI: 10.11591/eei.v12i4.4448. [Download]
Subrata Banik, Nani Gopal Barai and F M Javed Mehedi Shamrat, “Blockchain Integrated Neural Networks: A New Frontier in MRI-based Brain Tumor Detection” International Journal of Advanced Computer Science and Applications, 14(11), 2023. DOI: 10.14569/IJACSA.2023.0141197 [Download]
Nani Gopal Barai, Subrata Banik and F M Javed Mehedi Shamrat, “A Novel Fusion Deep Learning Approach for Retinal Disease Diagnosis Enhanced by Web Application Predictive Tool” International Journal of Advanced Computer Science and Applications, 14(12), 2023. DOI: 10.14569/IJACSA.2023.0141273. [Download]
Rashiduzzaman Shakil, Bonna Akter, Shamrat, F M Javed Mehedi Shamrat, & Sheak Rashed Haider Noori. A novel automated feature selection based approach to recognize cauliflower disease. Bulletin of Electrical Engineering and Informatics, 12(6), 3541-3551, 2023. DOI: 10.11591/eei.v12i6.5359 [Download]
Shourav Molla, F. M. Javed Mehedi Shamrat, Raisul Islam, Umme Umaima, Md. Ariful Islam Arif, Shahed Hossain, Imran Mahmud, "A Predictive Analysis Framework of Heart Disease using Machine Learning Approaches", Bulletin of Electrical Engineering and Informatics (BEEI), 11(5), 2705-2716. DOI: 10.11591/eei.v11i5.3942 (Scopus Index) [Download]
Ghosh P, Azam S, Quadir R, Karim A, F M Javed Mehedi Shamrat, Bhowmik SK, Jonkman M, Hasib KM and Ahmed K (2022) "SkinNet-16: A deep learning approach to identify benign and malignant skin lesions", Front. Oncol. 12:931141. doi: 10.3389/fonc.2022.931141 (Scopus Index). [Download]
F. M. Javed Mehedi Shamrat, Sami Azam, Asif Karim, Rakibul Islam, Zarrin Tasnim, Pronab Ghosh and Friso De Boer, "LungNet22: A Fine-Tuned Model for Multiclass Classification and Prediction of Lung Disease Using X-ray Images". Journal of Personalized Medicine, 12(5), 680, 2022. DOI: https://doi.org/10.3390/jpm12050680. (Scopus Index). [Download]
Chaity Mondol, F. M. Javed Mehedi Shamrat, Md. Robiul Hasan, Saidul Alam, Pronab Ghosh, Zarrin Tasnim, Kawsar Ahmed, Francis M. Bui, Sobhy M. Ibrahim, "Early Prediction of Chronic Kidney Disease: A Comprehensive Performance Analysis of Deep Learning Models," in Algorithms 2022, 15, 308. https://doi.org/10.3390/a15090308. (Scopus Index) [Download]
Md. Obaidur Rahaman, F. M. Javed Mehedi Shamrat, Mohammod Abul Kashem, Most. Fahmida Akter, Sovon Chakraborty, Marzia Ahmed, Shobnom Mustary, “Internet of things based electrocardiogram monitoring system using machine learning algorithm”, International Journal of Electrical and Computer Engineering (IJECE), 12(4), 3739-3751, 2022, DOI: http://doi.org/10.11591/ijece.v12i4.pp3739-3751 (Scopus Index). [Download]
Sovon Chakraborty, F. M. Javed Mehedi Shamrat, Rasel Ahammad, Md. Masum Billah, Moumita Kabir and Md Rabbani Hosen, “Bearing Fault Detection based on Internet of Things using Convolutional Neural Network” International Journal of Advanced Computer Science and Applications(IJACSA), 13(4), 2022. DOI: http://dx.doi.org/10.14569/IJACSA.2022.0130424. (Scopus Index). [Download]
F. M. Javed Mehedi Shamrat, Sovon Chakraborty, Rasel Ahammad, Tanzil Mahbub Shitab, Md.Aslam Kazi, Alamin Hossain, Imran Mahmud, “Analysing most efficient deep learning model to detect COVID-19 from computer tomography images”, Indonesian Journal of Electrical Engineering and Computer Science, Vol. 26, No. 1, April 2022, pp. 462-471, ISSN: 2502-4752, DOI: http://doi.org/10.11591/ijeecs.v26.i1.pp462-471. (Scopus Index). [Download]
Shamima Akter, F. M. Javed Mehedi Shamrat, Sovon Chakraborty, Asif Karim and Sami Azam. (2021). COVID-19 Detection Using Deep Learning Algorithm on Chest X-ray Images. Biology, 10(11), 1174. DOI: https://doi.org/10.3390/biology10111174. (Scopus Index) [Download]
Pronab Ghosh, Sami Azam, Mirjam Jonkman, Asif Karim, F.M. Javed Mehedi Shamrat, Eva Ignatious, Shahana Shultana, Abhijit Reddy Beeravolu, Friso De Boer, "Efficient Prediction of Cardiovascular Disease Using Machine Learning Algorithms with Relief and LASSO Feature Selection Techniques," in IEEE Access, DOI: 10.1109/ACCESS.2021.3053759 . (Scopus Index). [Download]
Saima Afrin, F. M. Javed Mehedi Shamrat, Tafsirul Islam Nibir, Mst. Fahmida Muntasim, Md. Shakil Moharram, M. M. Imran, Md Abdulla, "Supervised machine learning based liver disease prediction approach with LASSO feature selection", Bulletin of Electrical Engineering and Informatics, 10(6), 3369-3376. DOI: https://doi.org/10.11591/eei.v10i6.3242 (Scopus Index) [Download]
Zarrin Tasnim, F. M. Javed Mehedi Shamrat, Md Saidul Islam, Md.Tareq Rahman, Biraj Saha Aronya, Jannatun Naeem Muna and Md. Masum Billah, “Classification of Breast Cancer Cell Images using Multiple Convolution Neural Network Architectures” International Journal of Advanced Computer Science and Applications(IJACSA), 12(9), 2021. DOI: http://dx.doi.org/10.14569/IJACSA.2021.0120934. (Scopus Index) [Download]
Zarrin Tasnim, Sovon Chakraborty, F. M. Javed Mehedi Shamrat, Ali Newaz Chowdhury, Humaira Alam Nuha, Asif Karim, Sabrina Binte Zahir and Md. Masum Billah, “Deep Learning Predictive Model for Colon Cancer Patient using CNN-based Classification” International Journal of Advanced Computer Science and Applications(IJACSA), 12(8), 2021. DOI: http://dx.doi.org/10.14569/IJACSA.2021.0120880. (Scopus Index). [Download]
F. M. Javed Mehedi Shamrat, Sovon Chakraborty, M. M. Imran, Jannatun Naeem Muna, Md. Masum Billah, Protiva Das, Md. Obaidur Rahman, “Sentiment analysis on Twitter tweets about COVID-19 vaccines using NLP and supervised KNN classification algorithm”, Indonesian Journal of Electrical Engineering and Computer Science, Vol. 23, No. 1, July 2021, pp. 463-470 ISSN: 2502-4752, DOI: http://doi.org/10.11591/ijeecs.v23.i1.pp463-470 . (Scopus Index) [Download]
F. M. Javed Mehedi Shamrat, Sovon Chakraborty, Md. Masum Billah, Moumita Kabir, Nazmus Shakib Shadin, Silvia Sanjana, “Bangla Numerical Sign Language Recognition Using Convolutional Neural Networks (CNNs)”, Indonesian Journal of Electrical Engineering and Computer Science, Vol. 23, No. 1, July 2021, pp. 405-413, ISSN: 2502-4752, DOI: http://doi.org/10.11591/ijeecs.v23.i1.pp405-413 . (Scopus Index). [Download]
F. M. Javed Mehedi Shamrat, Md Asaduzzaman, Pronab Ghosh, Md Dipu Sultan, and Zarrin Tasnim, “A Web Based Application for Agriculture: “Smart Farming System”” International Journal of Emerging Trends in Engineering Research, Volume 8, Issue 06, June 2020, pp: 2309-2320, ISSN: 2347- 3983. DOI: https://doi.org/10.30534/ijeter/2020/18862020 [Paper] [Download]
F.M. Javed Mehedi Shamrat, Shaikh Muhammad Allayear and Md. Ismail Jabiullah "Implementation of a Smart AC Automation System with Room Temperature Prediction", Journal of the Bangladesh Electronic Society, Volume 18, Issue 1-2, June-December 2018, ISSN: 1816-1510, pp: 23-32. [Download] [Issue_Link]