---
title: "IMSA 2025 — all accepted papers with summaries and citations"
description: "All 136 papers of IMSA 2025 · page 1 of 2, the most cited first; those with our summary link to it."
canonical: "https://research.elamur.ai/free/en/venues/intelligent-methods-systems-and-applications-imsa/2025/papers/"
---
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# IMSA 2025: all accepted papers

136 papers · page 1 of 2 · the most cited first · [← IMSA 2025](https://md.research.elamur.ai/free/en/venues/intelligent-methods-systems-and-applications-imsa/2025/)

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1. **[Predicting Employee Attrition Using Machine Learning Approaches ↗](https://doi.org/10.1109/imsa65733.2025.11166841)**Ghaida M. Alharbi, Hanan M. Alharthi, Nouf K. Alharthi et al.*6 citations*
2. **[Comparative Analysis of Ant Colony Optimization and Google OR-Tools for Solving the Open Capacitated Vehicle Routing Problem in Logistics ↗](https://doi.org/10.1109/imsa65733.2025.11167077)**Assem Omar, Youssef Omar, Marwa Solayman et al.*4 citations*
3. **[Comparative Analysis of Traditional Machine Learning and Deep Learning Techniques for Brain Tumor Identification in MRI Data ↗](https://doi.org/10.1109/imsa65733.2025.11167683)**Anas Refaat Sabry, Karim Mohamed Abo Alazm, Mohamed N. Saad et al.*4 citations*
4. **[Unreliable Annotation Detection with Similarity Graph in Cervical Cytology ↗](https://doi.org/10.1109/imsa65733.2025.11166957)**Yasuhiro Iida, Bojan Mrazovac, Yasuo Ishigure et al.*3 citations*
5. **[An Agentic Flow for Finite State Machine Extraction using Prompt Chaining ↗](https://doi.org/10.1109/imsa65733.2025.11166906)**Fares Wael, Youssef Maklad, Ali Hamdi et al.*2 citations*
6. **[Deep Transfer Learning with Ensemble Models for Skin Disease Classification: A Case Study on Melanoma and Eczema ↗](https://doi.org/10.1109/imsa65733.2025.11167711)**Raya Aldawoud, Ammar Mohammed*2 citations*
7. **[Enhancing Legal Document Understanding and Analysis Using Retriever-Augmented Generation (RAG) ↗](https://doi.org/10.1109/imsa65733.2025.11167628)**Mahmoud Ahmed Abdelsabour, Wael Hassan Gomaa*2 citations*
8. **[LLMOps-Driven Robotic Process Automation Approach ↗](https://doi.org/10.1109/imsa65733.2025.11167061)**Osama Hosam Abdellatif, Ahmed Ayman, Ali Hamdi*2 citations*
9. **[MSA University Campus Indoor Navigation and positioning System Using Augmented Reality ↗](https://doi.org/10.1109/imsa65733.2025.11167115)**Aly Elghayesh, Hosam I. Mekawey*2 citations*
10. **[Machine Learning for Used Car Price Prediction in the Egyptian Market ↗](https://doi.org/10.1109/imsa65733.2025.11167636)**Mohamed Fawzy Elkholy, Mohamed Adel Motea, Amal Mahmoud*2 citations*
11. **[Towards Transparent and Robust Early Diagnosis of Alzheimer’s Disease: A Deep Learning and Visual Analytics Framework ↗](https://doi.org/10.1109/imsa65733.2025.11167773)**Soha Ahmed Mohamed, Mahetab Adel Abd El Malek Abu Resha, Marwan Gamal Hassan et al.*2 citations*
12. **[Used Car Price Prediction and Classification Using Machine Learning Approaches ↗](https://doi.org/10.1109/imsa65733.2025.11167441)**Momen Hesham, Hisham Ahmed, Mohamed Labib Borham*2 citations*
13. **[3D Brain Tumor Segmentation using U-Net: Integrating Deep Learning and Mixed Reality for Medical Imaging and Education ↗](https://doi.org/10.1109/imsa65733.2025.11167635)**Amr Khaled, Ahmed Mounir, Zeinab Abd El Haliem Taha*1 citation*
14. **[A Novel MRI Image Enhancement Pipeline for Alzheimer's Staging via Grad-Cam-Integrated CNN and KNN Based Patch-Level Attention ↗](https://doi.org/10.1109/imsa65733.2025.11167839)**Youssef E. Abdulghany, Mohamed N. Saad, Tamer M. Nassef*1 citation*
15. **[AI Virtual Gym Trainer: Using deep Learning for Real-Time Exercise Guidance and Form Correction ↗](https://doi.org/10.1109/imsa65733.2025.11167265)**John Medhat, Zeinab Abd El Haliem Taha*1 citation*
16. **[Adaptive Urban Pathfinding Using Deep Learning and Heuristic Optimization ↗](https://doi.org/10.1109/imsa65733.2025.11166837)**Mohamed Hussein Abo El–Ela, Ali Hamdi*1 citation*
17. **[An AI-Based Framework for Detection of Toxicity Levels from Oil and Gas Flaring from Video Streams ↗](https://doi.org/10.1109/imsa65733.2025.11166877)**Esraa Ramadan, Yomna M.I. Hassan, Amal Aboulhassan*1 citation*
18. **[An Enhanced Filter-based approach for Feature Selection ↗](https://doi.org/10.1109/imsa65733.2025.11167724)**Mohammed Ammar Mohammed, Shereen Fathy El-Feky*1 citation*
19. **[Arabic Dialect Classification using RNNs, Transformers, and Large Language Models: A Comparative Analysis ↗](https://doi.org/10.1109/imsa65733.2025.11167859)**Omar A. Essameldin, Ali O. Elbeih, Wael Hassan Gomaa et al.*1 citation*
20. **[Artificial Intelligence Based Multiport Converter For Seamless Integration Of Hybrid Energy Sources ↗](https://doi.org/10.1109/imsa65733.2025.11167654)**Alaa A. Mahmoud, Mahmoud Aymen Ahmed, Ahmed A. Hafez*1 citation*
21. **[Balancing Efficiency and Accuracy: A Comparative Analysis of LSTM and RoBERTa for Explainable Hate Speech Detection on HateXplain ↗](https://doi.org/10.1109/imsa65733.2025.11166959)**Amr Khaled, Ahmed Mounir, John Medhat et al.*1 citation*
22. **[Cashflow AI: An Intelligent Financial Management System for Small Businesses and Retailers ↗](https://doi.org/10.1109/imsa65733.2025.11167229)**Ziad Mohamed Abdelazim, Abdelrahman Mohamed Saeid, Malak Sayed Ahmed et al.*1 citation*
23. **[Classification of Kyphosis Rehabilitation Exercises Using MediaPipe and Hybrid CNN-RNN Architecture ↗](https://doi.org/10.1109/imsa65733.2025.11167818)**Abdelrahman Ghareib, Hamza Ghareib, Asmaa M. Al-Emrany et al.*1 citation*
24. **[Comparative Evaluation of Modular Deep Learning Pipelines for Student Engagement Detection ↗](https://doi.org/10.1109/imsa65733.2025.11166923)**Mohamed Ali Salem, Abdallah Mohamed, Mohamed Shehata*1 citation*
25. **[Comparative Study on Test Case generation using Generative AI ↗](https://doi.org/10.1109/imsa65733.2025.11166964)**Adham Azzam, Omar Hany, Hesham Mansour*1 citation*
26. **[Comparing Transformer-Based Log Anomaly Detection With LLM Explainability In CI/CD Pipelines ↗](https://doi.org/10.1109/imsa65733.2025.11167168)**Qasem Magdi Al-Aqrabi, Hatem Magdi Al-Aqrabi, Marwa M. Solayman*1 citation*
27. **[Deep Learning for Microscopic Image Segmentation in Multiple Myeloma: A Comparative Study ↗](https://doi.org/10.1109/imsa65733.2025.11167795)**Ashraf Hany, Ammar Mohammed*1 citation*
28. **[Deep Learning-Based Classification of Anterior Pelvic Tilt Rehabilitation Exercises Using RGB Video and Pose Estimation ↗](https://doi.org/10.1109/imsa65733.2025.11167810)**Abdulrahman Abdelrahim, Youssef Ahmed, Asmaa M. Al-Emrany et al.*1 citation*
29. **[Deep Learning-Based Multi-Class Diagnosis of Lung Diseases from Chest X-Ray Images ↗](https://doi.org/10.1109/imsa65733.2025.11167149)**Reem Ramadan, Raghda Essam Ali, Marwa M. Solayman*1 citation*
30. **[Deep Learning-Based Segmentation of Periapical and Periodontal Regions in Radiographic Images with U-Net ↗](https://doi.org/10.1109/imsa65733.2025.11167854)**Mohamed Mostafa Rezk, Zeinab Abd Elhalim Taha, Lamya El Fadaly*1 citation*
31. **[Developing Hexapod Locomotion Through Reinforcement Learning ↗](https://doi.org/10.1109/imsa65733.2025.11166981)**Muhammad Taha, Ahmed Badawy, M. Hegazy*1 citation*
32. **[ECG Stress Detection Leveraging Deep Learning Techniques ↗](https://doi.org/10.1109/imsa65733.2025.11166876)**Hanin Hossam, Rofida Tamer, Mariam Mohsen et al.*1 citation*
33. **[Enhanced Deepfake Detection Using Customized Residual Network Architectures and Cross-Dataset Evaluation ↗](https://doi.org/10.1109/imsa65733.2025.11166702)**Abdelrahman M. Hamza, Abdullah Ayman, Samar Mahmoud*1 citation*
34. **[Enhancing Inertial Measurement Unit Based Posture and Motion Estimation through Multi-Modal Training Using Video Posture Detection Models ↗](https://doi.org/10.1109/imsa65733.2025.11166801)**Misk Abdalla, Mohamed Ashour*1 citation*
35. **[Enhancing Tomato Leaf Disease Detection with Deep Learning and Augmentation Techniques ↗](https://doi.org/10.1109/imsa65733.2025.11167453)**Shahd Tarek, Ali Hamdi*1 citation*
36. **[Few-Shot Prompting for Extractive Quranic QA with Instruction-Tuned LLMs](https://md.research.elamur.ai/free/en/papers/basem-2025-few-shot-prompting-extractive-quranic/)**Mohamed Basem, Islam Oshallah, Ali Hamdi et al.*1 citation · our summary*
37. **[Financial Risk Prediction Using Multiple Machine Learning And Deep Learning Techniques ↗](https://doi.org/10.1109/imsa65733.2025.11166759)**Mohamed Adel, Badr Hamada, Marwa Solayman et al.*1 citation*
38. **[Find my phish: phishing detection browser extension using deep learning methods by merging datasets ↗](https://doi.org/10.1109/imsa65733.2025.11167022)**Sandy Khaled Ali, Wael Farouk Elsersy*1 citation*
39. **[FireModelAI: A Smart Framework for Fire Detection, Localization, and Classification Indoors ↗](https://doi.org/10.1109/imsa65733.2025.11167718)**Мohamed Othman, Ahmed Ayoub*1 citation*
40. **[Multi-Omics-Based Subtyping of Ovarian Cancer Using Deep Learning and SVM Classification ↗](https://doi.org/10.1109/imsa65733.2025.11166936)**Ereeny Hozain, Eman Badr*1 citation*
41. **[Multimodal Fusion of Wearable and Vision Data: Exploring Early and Model Fusion for Human Activity Understanding ↗](https://doi.org/10.1109/imsa65733.2025.11167801)**Saifeldin Naeim, Ahmed Hussein, George Nageub et al.*1 citation*
42. **[Real-Time Violence Detection Across Domains: Evaluating Model Robustness in Varied Surveillance Contexts ↗](https://doi.org/10.1109/imsa65733.2025.11167255)**Mariam Ahmed Khorshid, Ganna Essam Aly, Maryam Ahmed Elabd et al.*1 citation*
43. **[Reducing Mean Time To Respond Using Large Language Model-Driven Incident Response with the Aid of Reactively Retrieved Threat Intelligence ↗](https://doi.org/10.1109/imsa65733.2025.11167573)**Ayad Zewail, Youssef Abdulghany, Moataz Samy*1 citation*
44. **[Smart Review Analyzer: A Multiplatform AI System for Aspect-Based Sentiment Analysis on E-Commerce Products ↗](https://doi.org/10.1109/imsa65733.2025.11167316)**Soha Ahmed Mohamed, Abdelrahman Mostafa Ibrahem Hemdan, Shaheen Ahmed et al.*1 citation*
45. **[Smart System for Monitoring Student Behavior ↗](https://doi.org/10.1109/imsa65733.2025.11167251)**Armia Salah, Ahmed Taha, Ahmed ElShamy*1 citation*
46. **[Universal Medical Imaging Model for Domain Generalization with Data Privacy ↗](https://doi.org/10.1109/imsa65733.2025.11167392)**Ahmed Radwan, Islam I. Osman, Mohamed Shehata*1 citation*
47. **[Vision-Based System for Tennis Stroke and Error Classification ↗](https://doi.org/10.1109/imsa65733.2025.11166821)**Shahd Ahmed, Ayman Atia*1 citation*
48. **[A Comprehensive Intelligent System for Classifying Dysarthric-speech Using Ai Technics ↗](https://doi.org/10.1109/imsa65733.2025.11167155)**Noor Mamdouh Ali Elghouti, Shahd Mohamed Fathy Elhadad, Wael Farouk Elsersy
49. **[A Hybrid Multi-scale and Attention Mechanism Approach for Pothole Image Classification: A Comparative Study ↗](https://doi.org/10.1109/imsa65733.2025.11166790)**Rawan AboAsal, Salma Montasser, Ali Abdelwahab et al.
50. **[A Transformer-Driven Bilingual Approach to Arabic Text Summarization ↗](https://doi.org/10.1109/imsa65733.2025.11167880)**Mohamed Abu Bakr, Mohammed Hany, Abdelhakim Osama et al.
51. **[AI Based Bootstrapping Method for Uncertainty Management in RUL Estimation of Aircraft Turbofan Engines ↗](https://doi.org/10.1109/imsa65733.2025.11167815)**Reem Ayman, Shahd Ashraf, Hatem Elattar
52. **[AI-Based Examination Content Creation: Evaluating Large Language Models for Question Generation ↗](https://doi.org/10.1109/imsa65733.2025.11167467)**Shahd Hassan Abdelhamied, Kenzy Khaled Antr, Cecilia Mohamed Abdellah et al.
53. **[AI-Driven Clinical Decision Support for Personalized Musculoskeletal Care: A Retrieval-Augmented Generation Approach ↗](https://doi.org/10.1109/imsa65733.2025.11167578)**Farah Tarek, Shahd Wael, Hesham Mansour
54. **[AI-Driven Personalized Meal Recommendation System for Diabetes Management ↗](https://doi.org/10.1109/imsa65733.2025.11167259)**Adham Elhendawy, Ahmed M. Hesham, Maha Abdelmohsen
55. **[AI-Driven Smart Compound System for Secure Access and Intelligent Parking Management ↗](https://doi.org/10.1109/imsa65733.2025.11167400)**Shady Magdy Elsaid, Kenzy Tamer Refaat, Mohamed Labib Borham
56. **[Advancing Quranic Semantics: BERT-Based Verse Relationship Classification ↗](https://doi.org/10.1109/imsa65733.2025.11167567)**Youssef Khalaf, Mohamed Soltan, Mohamed Ahmed et al.
57. **[Advancing Zebrafish Behavioral Analysis: A Synergistic YOLOv8-DeepSORT Framework for Precision Tracking ↗](https://doi.org/10.1109/imsa65733.2025.11167030)**Haidy Aboud, Hanan Tarek, Ayman Atia
58. **[An Explainable AI (XAI) Approach to Assessing the Significance of Color in Object Detection ↗](https://doi.org/10.1109/imsa65733.2025.11167746)**Mohamed Dawoud, Mohamed Ashour, Nour Idris et al.
59. **[Analyzing Test Case Prioritization approaches With Performance and Speed Trade-Offs in CI Workflows ↗](https://doi.org/10.1109/imsa65733.2025.11166931)**A. Fanous Nader, Marwa M. Solayman
60. **[Arabic Symptom Classification and Diagnosis Using Transformer Models and LLM-Based Augmentation ↗](https://doi.org/10.1109/imsa65733.2025.11167759)**Seifeldein Ahmed, Abdulrahman Allam, Ali Hamdi et al.
61. **[Assessing the Impact of Extreme Weather on Infrastructure Resilience ↗](https://doi.org/10.1109/imsa65733.2025.11167661)**SaifEldeen Abdelmohsen, Islam Atwan, Eyad Elsanory et al.
62. **[Automated Diagnosis of Dental Conditions in Panoramic X-Rays with Ensemble Deep Learning Models ↗](https://doi.org/10.1109/imsa65733.2025.11167097)**Mohamed Gamal, Aya Essam, Ayman Atia
63. **[Chaos-Informed 1D CNNs for Gait Dynamics Classification ↗](https://doi.org/10.1109/imsa65733.2025.11167353)**Shadi Eltanani, Tjeerd V. olde Scheper
64. **[Clustering Trajectories For Rats Movements Using Unsupervised Learning ↗](https://doi.org/10.1109/imsa65733.2025.11166694)**Farouk Ayman, Ayman Atia
65. **[Comprehensive Benchmark: Comparing Classical, Recurrent, and Transformer-Based Models for Sentiment Analysis Across Text Length Strata ↗](https://doi.org/10.1109/imsa65733.2025.11166950)**Ashraf Hany, Wael Hassan Gomaa
66. **[Deep Boltzmann Wavelet Neural Network to detect changing in dynamic system ↗](https://doi.org/10.1109/imsa65733.2025.11167196)**Hadeer Yousry, Hussein A. H. Salem, Mohamed Kholief et al.
67. **[Deformation Prediction of Ground Radar Based on GRUU-Net With Attention Mechanism Model ↗](https://doi.org/10.1109/imsa65733.2025.11167212)**Islam Helmy, Mohamed Ismail, Andreas Schenk et al.
68. **[Downlink Throughput Prediction In Cellular Networks Using Multimodal Deep Learning Model ↗](https://doi.org/10.1109/imsa65733.2025.11167476)**Mohamed Tharwat Waheed, Ahmed K. F. Khattab, Yasmine A. H. Fahmy
69. **[Drone-Based Face Detection and Collision Avoidance Framework ↗](https://doi.org/10.1109/imsa65733.2025.11166791)**Mostafa Farwiz, Mohamed A. Sabry, Mohamed Hamed et al.
70. **[Dual-Path LSTM and Cross-Attention Network for Richer Image Captioning ↗](https://doi.org/10.1109/imsa65733.2025.11167571)**Abdelrahman Ezzeldin Nagib, Mohamed Mahmoud Abd El-Wahab, Ali Khater Mohamed et al.
71. **[Dynamic Scene Understanding from Dashcam Videos using YOLO Detection, Monocular Depth Estimation, and Attention-Based Autoencoders ↗](https://doi.org/10.1109/imsa65733.2025.11166813)**Daniel Magdy, Ahmed AbdelRaouf, Samar Adel
72. **[Empathetic AI for Mental Health: A Comparative Study of Retrieval-Augmented Language Models in CBT Applications ↗](https://doi.org/10.1109/imsa65733.2025.11166690)**Ahmed Yahia, Mohamed Bakry, Nada Radwan et al.
73. **[Enhancing Automated Prostate Cancer Diagnosis in Histopathology Whole-Slide Images using Weighted-Average Ensembling ↗](https://doi.org/10.1109/imsa65733.2025.11167883)**Mahmoud Mohammed, Mamdouh Farouk, Khaled F. Hussain et al.
74. **[Enhancing Energy Sustainability and Operational Efficiency of Ammonia Production using Machine Learning ↗](https://doi.org/10.1109/imsa65733.2025.11167649)**Mohamed Salah, Muhammad El-Gharbawy, Ammar Mohammed
75. **[Enhancing Planogram Compliance in Retail Stores through an Image Processing System ↗](https://doi.org/10.1109/imsa65733.2025.11166764)**İrem Uçal Sarı, Ayse Oncu, Duygu Beril Karabulut
76. **[Enhancing Sequence-Only PPI Site Predictors: Integrating Attention Modules and Imbalance-Aware Training in a CNN Platform ↗](https://doi.org/10.1109/imsa65733.2025.11167514)**Mahmoud Elsamadony, Mohamed Saif-Eldeen, Ahmed Elsaadani et al.
77. **[Ensemble Transformers for Arabic Medical Text Classification ↗](https://doi.org/10.1109/imsa65733.2025.11167203)**Malak Mohamed, Rokaia Emad, Ali Hamdi
78. **[Error-Guided Pose Augmentation: Enhancing Rehabilitation Exercise Assessment through Targeted Data Generation ↗](https://doi.org/10.1109/imsa65733.2025.11167477)**Omar Sherif, Ali Hamdi
79. **[Evaluating Stroke Risk with Single-Modality Learning: Machine Learning on Clinical Records vs. Deep Learning on Brain Scans ↗](https://doi.org/10.1109/imsa65733.2025.11166826)**Asem Shaltout, Fady Magdy, Raghda Essam Ali et al.
80. **[Exploring the Power of Multimodal Fusion Strategies for Fake News Detection: A Comparative Analysis of Basic and Advanced Approaches ↗](https://doi.org/10.1109/imsa65733.2025.11167766)**Noha A. Saad Eldien, Wael Hassan Gomaa, Khaled Tawfik Wassif et al.
81. **[Forecasting Egyptian Stock Market Trends: A Comparative Framework Using Machine Learning, Time Series Analysis, and Deep Learning ↗](https://doi.org/10.1109/imsa65733.2025.11167816)**Omnia Elrashidy, Khaled Mohammed Fouad, Ensaf Hussein Mohamed
82. **[From Artifact to Text: A Novel Deep Learning Approach for Ancient Egyptian Language Processing ↗](https://doi.org/10.1109/imsa65733.2025.11167848)**Ahmed El-Taher, Shahira Shaaban Azab, Ammar Mohammed
83. **[From Formal Models to Learned Dynamics: a Continuous Petri Net–Neural Network Framework for Liver Iron Metabolism ↗](https://doi.org/10.1109/imsa65733.2025.11167256)**Arwa Z. Selim, Amr Ismail, A. A. Salama et al.
84. **[From LSTM to Chronos: Evaluating Deep Learning Models for Predictive Maintenance ↗](https://doi.org/10.1109/imsa65733.2025.11167842)**Fatima Khadija Benzine, Samia Beldjoudi, Abdallah Benzine et al.
85. **[Fusion Strategies for Embedding Models: Enhancing Text Representations Across MTEB Tasks Through Lightweight and Trainable Ensembles ↗](https://doi.org/10.1109/imsa65733.2025.11167556)**Amr Akl, Ali Hamdi
86. **[Generating Novel Protein Sequences with Self-Supervised Learning ↗](https://doi.org/10.1109/imsa65733.2025.11166839)**Sayantan Paul, Wojciech Maciej Karlowski, Hani Z. Girgis
87. **[Harnessing Deep Learning and CGANs for Accurate Detection of Abnormal Driver Behaviors Using Skeleton Keypoints ↗](https://doi.org/10.1109/imsa65733.2025.11167684)**Mazen Ebrahim, Enjy Ramadan, Hossam Ahmed et al.
88. **[Health-Aware Path Planning Using Environmental Data and Sequential Prediction Models for Asthma Management ↗](https://doi.org/10.1109/imsa65733.2025.11167843)**Nada Ayman, Shaimaa Alaa, A. Hamdi
89. **[IMSA 2025 Blank Page ↗](https://doi.org/10.1109/imsa65733.2025.11167420)**
90. **[IMSA 2025 Blank Page ↗](https://doi.org/10.1109/imsa65733.2025.11167163)**
91. **[IMSA 2025 Breaker Page ↗](https://doi.org/10.1109/imsa65733.2025.11167373)**
92. **[IMSA 2025 Breaker Page ↗](https://doi.org/10.1109/imsa65733.2025.11166965)**
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