A Standardized Comparative Benchmark of Fully Convolutional and Hybrid Deep Networks for Multi-Anatomical Structure Segmentation in Ultrasound Imaging (Under Review)
Md. Rashed, Md. Riad Hassan, Md. Imran Hossain, and 3 more authors
@article{rashed2026bspc,title={A Standardized Comparative Benchmark of Fully Convolutional and Hybrid Deep Networks for Multi-Anatomical Structure Segmentation in Ultrasound Imaging (Under Review)},journal={Biomedical Signal Processing and Control},pages={},year={2026},organization={Elsevier },publisher={Elsevier},author={Rashed, Md. and Hassan, Md. Riad and Hossain, Md. Imran and Islam, Md Rakibul and Naznin, Feroza and Islam, Md Zahidul},doi={},keywords={Ultrasound Image Segmentation, Multi-anatomical Structure Segmentation, Deep Learning, Fully Convolutional Networks, Kidney and Spleen Ultrasound, Medical Imaging},url={},}
IEEE Access
ACMS–Net: A Lightweight Adaptive Multi-Scale Feature Learning with Cross-Scale Attention Network for Multi-Class Classification of Gallbladder Disease in Ultrasound Images (Under Review)
Md. Rashed, Faisal Iqbal Hiron, Md. Imran Hossain, and 4 more authors
@article{rashed2026IEEEAccess,title={ACMS–Net: A Lightweight Adaptive Multi-Scale Feature Learning with Cross-Scale Attention Network for Multi-Class Classification of Gallbladder Disease in Ultrasound Images (Under Review)},journal={IEEE Access},pages={},year={2026},organization={IEEE},publisher={IEEE},author={Rashed, Md. and Hiron, Faisal Iqbal and Hossain, Md. Imran and Hosain, Md. Sarwar and Ohidujjaman and Islam, Md Zahidul and Shimamura, Tetsuya},doi={},keywords={Gallbladder disease, ultrasound imaging, deep learning, multi-scale feature extraction, cross-scale attention, channel recalibration, lightweight network, medical image classification},url={},}
Diagnostics
BADF-Net: A Method for Enhancing Abdominal Ultrasound Diagnosis via Boundary-Aware Dynamic Fusion Network-Based Multi-Anatomical Structure Segmentation (Under Review)
Md. Rashed, Muhammad Jamil, Md. Imran Hossain, and 6 more authors
@article{rashed2026diagnostics,title={BADF-Net: A Method for Enhancing Abdominal Ultrasound Diagnosis via Boundary-Aware Dynamic Fusion Network-Based Multi-Anatomical Structure Segmentation (Under Review)},journal={Diagnostics},pages={},year={2026},organization={MDPI},publisher={MDPI},author={Rashed, Md. and Jamil, Muhammad and Hossain, Md. Imran and Kavak, Adnan and Hassan, Md. Riad and Ohidujjaman and Hosain, Md. Sarwar and Çakır, Özqür and Fotouhi, Hossein},doi={},keywords={Ultrasound segmentation; Multi-anatomical structure segmentation; Boundary-aware attention; Squeeze-and-excitation; ResNet-34; Cross-Scale Boundary Fusion; Kidney and spleen segmentation; Clinical decision support;},url={},}
Nutrients
AI-Assisted Nutrition Estimation and Exercise Support for Integrated Lifestyle Management in Patients with Diabetes (Under Review)
Muhammad Jamil, Adnan Kavak, Hossein Fotouhi, and 4 more authors
@article{jamil2026nutrients,title={AI-Assisted Nutrition Estimation and Exercise Support for Integrated Lifestyle Management in Patients with Diabetes (Under Review)},journal={Nutrients},pages={},year={2026},organization={MDPI},publisher={MDPI},author={Jamil, Muhammad and Kavak, Adnan and Fotouhi, Hossein and Rashed, Md. and Gezer, Emre and İnner, Alpaslan Burak and Srivastava, Gautam},doi={},keywords={Ultrasound segmentation; Multi-anatomical structure segmentation; Boundary-aware attention; Squeeze-and-excitation; ResNet-34; Cross-Scale Boundary Fusion; Kidney and spleen segmentation; Clinical decision support;},url={},}
JMIRS
SE-UNet: Spatial and Channel Refinement for Robust Multi-Anatomical Structure Segmentation in Abdominal Ultrasound (Under Review)
Md. Rashed, Md Habibul Islam, Md. Imran Hossain, and 3 more authors
Journal of Medical Imaging and Radiation Sciences, 2026
@article{rashed2026jmirs,title={SE-UNet: Spatial and Channel Refinement for Robust Multi-Anatomical Structure Segmentation in Abdominal Ultrasound (Under Review)},journal={Journal of Medical Imaging and Radiation Sciences},pages={},year={2026},organization={Elsevier},publisher={Elsevier},author={Rashed, Md. and Islam, Md Habibul and Hossain, Md. Imran and Hosain, Md. Sarwar and Ohidujjaman and Islam, Md. Zahidul},doi={10.20944/preprints202607.1481.v1},keywords={ultrasound segmentation; multi-anatomical structure segmentation; U-Net; ResNet-34; squeeze-and-excitation; spatial attention; dice–focal loss; clinical decision support},url={},}
HTL
Trustworthy Deep Feature Extraction and Ensemble-Based Machine Learning Approach for Breast Cancer Detections
Md. Rashed, Mohammad Kamrul Hasan, Md. Imran Hossain, and 3 more authors
@article{rashed2026htl,title={Trustworthy Deep Feature Extraction and Ensemble-Based Machine Learning Approach for Breast Cancer Detections},journal={Healthcare Technology Letters},volume={13},number={1},pages={e70062},year={2026},organization={IET},publisher={Wiley},author={Rashed, Md. and Hasan, Mohammad Kamrul and Hossain, Md. Imran and Hosain, Md. Sarwar and Rahman, Abdul Hadi Abd and Islam, Shayla},doi={10.1049/htl2.70062},keywords={breast cancer, deep learning, ensemble learning, machine learning, SVM, VGG-16},url={https://doi.org/10.1049/htl2.70062},issn={2053-3713}}
PeerJ
HybridMVNet: A Hybrid MobileNet–VGG19 Ensemble Framework for Accurate Lung Nodule Classification
Md. Rashed, Muhammad Jamil, Adnan Kavak, and 3 more authors
@article{rashed2026PeerJ,title={HybridMVNet: A Hybrid MobileNet–VGG19 Ensemble Framework for Accurate Lung Nodule Classification},journal={PeerJ},volume={ },number={ },pages={ },year={2026},organization={Part of Taylor & Francis Group},publisher={Part of Taylor & Francis Group},author={Rashed, Md. and Jamil, Muhammad and Kavak, Adnan and Hossain, Md. Imran and Abadin, A F M Zainul and Islam, Md Zahidul},doi={10.1049/htl2.70062},keywords={lung Cancer, Lung Nodule Classification, Hybrid Deep Learning, MobileNet, VGG19},url={},issn={2167-8359}}
2025
CIEES
Da-RDU-Net: Dual Attention and Residual Double U-Net for Colorectal Polyp Segmentation (Best Paper Awarded)
Md. Rashed, Md Imran Hossain, and Adnan Kavak
In 2025 6th International Conference on Communications, Information, Electronic and Energy Systems (CIEES), 2025
@inproceedings{rashed2025ciees,title={Da-RDU-Net: Dual Attention and Residual Double U-Net for Colorectal Polyp Segmentation (Best Paper Awarded)},booktitle={2025 6th International Conference on Communications, Information, Electronic and Energy Systems (CIEES)},pages={1--6},year={2025},organization={IEEE},publisher={IEEE},author={Rashed, Md. and Hossain, Md Imran and Kavak, Adnan},doi={10.1109/CIEES66347.2025.11300119},keywords={Image segmentation, Visualization, Accuracy, Uncertainty, Colonoscopy, Colorectal cancer, Benchmark testing, Transformers, Robustness, Real-time systems, colorectal cancer, polyp segmentation, deep learning, dual attention, medical image segmentation},url={https://ieeexplore.ieee.org/abstract/document/11300119},}
Cureus
Hybrid machine learning models for accurate type 2 diabetes mellitus prediction using a stacking classifier and a meta-model approach
Md. Rashed, Md Imran Hossain, Akif Mahdi, and 1 more author
@article{rashed2025hybrid,title={Hybrid machine learning models for accurate type 2 diabetes mellitus prediction using a stacking classifier and a meta-model approach},journal={Cureus Journal of Computer Science},volume={2},year={2025},author={Rashed, Md. and Hossain, Md Imran and Mahdi, Akif and Mustofa, Gulam},doi={10.7759/s44389-025-03135-0},issn={3005-1487},url={https://assets.cureusjournals.com/artifacts/upload/original_article/pdf/3135/20250304-116426-3b7a2e.pdf},}
FMLDS
An Intelligent Video Surveillance System with Temporal-Enhanced YOLOv8 for Real-Time Fire, Accident, and License Plate Detection in Public Safety Monitoring
Md. Rashed, Md Imran Hossain, Md Zahidul Islam, and 1 more author
In 2025 IEEE International Conference on Future Machine Learning and Data Science (FMLDS), 2025
@inproceedings{rashed2025fmlds,title={An Intelligent Video Surveillance System with Temporal-Enhanced YOLOv8 for Real-Time Fire, Accident, and License Plate Detection in Public Safety Monitoring},booktitle={2025 IEEE International Conference on Future Machine Learning and Data Science (FMLDS)},pages={139--144},year={2025},organization={IEEE},publisher={IEEE},author={Rashed, Md. and Hossain, Md Imran and Islam, Md Zahidul and Naznin, Feroza},doi={10.1109/FMLDS67896.2025.00032},keywords={Wavelet transforms, Visualization, Transportation, Traffic control, Wavelet analysis, Video surveillance, Real-time systems, Public security, License plate recognition, Videos, Road accident detection, Fire detection, Number plate recognition, Deep learning, CCTV footage, YOLOv8},url={https://ieeexplore.ieee.org/document/11446847},}
QPAIN
A Machine Learning Framework for Stress Detection Using Photoplethysmography (PPG) Signals
Md. Rashed, Md Basim Al Zabir Shammo, Md Imran Hossain, and 2 more authors
In 2025 International Conference on Quantum Photonics, Artificial Intelligence, and Networking (QPAIN), 2025
@inproceedings{rashed2025machine,title={A Machine Learning Framework for Stress Detection Using Photoplethysmography (PPG) Signals},booktitle={2025 International Conference on Quantum Photonics, Artificial Intelligence, and Networking (QPAIN)},pages={1--5},year={2025},organization={IEEE},publisher={IEEE},author={Rashed, Md. and Shammo, Md Basim Al Zabir and Hossain, Md Imran and Hossain, Md Anwar and Habib, Jakaria},doi={10.1109/QPAIN66474.2025.11171913},url={https://ieeexplore.ieee.org/abstract/document/11171913/},}
COMPAS
Machine Learning-Based Prediction of Nightmares in Children: A Pediatric Psychological Integration
Lamia Islam, Md Basim Al Zabir Shammo, Md. Rashed, and 3 more authors
In 2025 IEEE 2nd International Conference on Computing, Applications and Systems (COMPAS), 2025
@inproceedings{islam2025enhancing,title={Enhancing COPD Detection with WaveNet: Assessing the Efficacy of Deep Learning Model},booktitle={2025 International Conference on Quantum Photonics, Artificial Intelligence, and Networking (QPAIN)},pages={1--6},year={2025},organization={IEEE},publisher={IEEE},author={Islam, Md Habibul and Rashed, Md. and Podder, Nitun Kumar and Hossain, Md Imran and Mondol, Ankur Kumar},doi={10.1109/QPAIN66474.2025.11171716},url={https://ieeexplore.ieee.org/abstract/document/11171716},}
UCICS
RA-UNET: A deep learning approach for precise colorectal polyp segmentation
Md. Rakib Hossain, Md. Rashed, Md. Imran Hossain, and 2 more authors
In Undergraduate Conference on Intelligent Computing and Systems (UCICS 2025), 2025
@inproceedings{rashed2024ucics,title={RA-UNET: A deep learning approach for precise colorectal polyp segmentation},booktitle={Undergraduate Conference on Intelligent Computing and Systems (UCICS 2025)},pages={},year={2025},organization={},author={Hossain, Md. Rakib and Rashed, Md. and Hossain, Md. Imran and Mahdi, Akif and Shama, Sumayta},doi={},url={https://ucics.org/paper/RA-UNet%3A+A+Deep+Learning+Approach+for+Precise+Colorectal+Polyp+Segmentation},}
UCICS
Continuous Cuffless Blood Pressure Monitoring with Deep-Learning Techniques Utilizing PPG and ECG Features
Mitu Rani Kundu, Md. Rashed, Md. Imran Hossain, and 2 more authors
In Undergraduate Conference on Intelligent Computing and Systems (UCICS 2025), 2025
@inproceedings{rashedulislam2024ucics,title={Continuous Cuffless Blood Pressure Monitoring with Deep-Learning Techniques Utilizing PPG and ECG Features},booktitle={Undergraduate Conference on Intelligent Computing and Systems (UCICS 2025)},pages={},year={2025},organization={},author={Kundu, Mitu Rani and Rashed, Md. and Hossain, Md. Imran and Rahim, Md. Abdur and Shama, Sumayta},doi={},url={https://ucics.org/paper/Continuous+Cuffless+Blood+Pressure+Monitoring+with+Deep-Learning+Techniques+Utilizing+PPG+and+ECG+Features},}
2024
ICCIT
Enhanced Prediction of Type-2 Diabetes Mellitus Using an Integrated Ensemble Framework (IEF)
Md. Rashed, Md Imran Hossain, and Md Anwar Hossain
In 2024 27th International Conference on Computer and Information Technology (ICCIT), 2024
@inproceedings{rashed2024enhanced,title={Enhanced Prediction of Type-2 Diabetes Mellitus Using an Integrated Ensemble Framework (IEF)},booktitle={2024 27th International Conference on Computer and Information Technology (ICCIT)},pages={2512--2517},year={2024},organization={IEEE},author={Rashed, Md. and Hossain, Md Imran and Hossain, Md Anwar},doi={10.1109/ICCIT64611.2024.11022451},url={https://ieeexplore.ieee.org/abstract/document/11022451},}
IJRPR
Improving speech emotion recognition and classification accuracy using hybrid CNN-LSTM-KNN model
Md Imran Hossain, Md Mojahidul Islam, Tania Nahrin, and 2 more authors
International Journal of Research Publication and Reviews (IJRPR), 2024
@article{hossain2024improving,title={Improving speech emotion recognition and classification accuracy using hybrid CNN-LSTM-KNN model},author={Hossain, Md Imran and Islam, Md Mojahidul and Nahrin, Tania and Rashed, Md. and Atiqur, Md},journal={International Journal of Research Publication and Reviews (IJRPR)},volume={2582},pages={7421},year={2024},url={https://www.researchgate.net/profile/Md-Rashed-23/publication/384067491_Improving_Speech_Emotion_Recognition_and_Classification_Accuracy_Using_Hybrid_CNN-LSTM-KNN_Model/links/66e8664901cba963bf2491b4/Improving-Speech-Emotion-Recognition-and-Classification-Accuracy-Using-Hybrid-CNN-LSTM-KNN-Model.pdf},}
IRJMETS
OPTIMIZING WASTE MANAGEMENT WITH IOT: BOOSTING EFFICIENCY AND PROMOTING SUSTAINABILITY
Md. Rashed, S. Ahmad, and M. Shakil Hossain
International Research Journal of Modernization in Engineering Technology and Science, 2024
@article{IRJMETS202457390,pages={2582–5208},issn={2582-5208},title={OPTIMIZING WASTE MANAGEMENT WITH IOT: BOOSTING EFFICIENCY AND PROMOTING SUSTAINABILITY},journal={International Research Journal of Modernization in Engineering Technology and Science},year={2024},volume={5},author={Rashed, Md. and Ahmad, S. and Hossain, M. Shakil},url={https://www.irjmets.com/uploadedfiles/paper//issue_5_may_2024/57390/final/fin_irjmets1716708500.pdf},}