Full Description
This two-volume set CCIS 2858-2859 constitutes the refereed proceedings of the 5th International Conference on Intelligent Systems and Pattern Recognition, ISPR 2025, held in Hammamet, Tunisia, during September 25-27, 2025.
The 59 full papers presented in these volumes were carefully reviewed and selected from 180 submissions. They over a wide spectrum of contemporary research topics, including machine learning, deep learning, computer vision, data mining, intelligent systems, explainable artificial intelligence, pattern recognition methodologies, and multimedia analysis.
Contents
.- Graph-Based Pattern Irregularity Detection Using GNNs and Spectral Deep Learning.
.- Promoting Shape Bias in CNNs: Frequency-Based and Contrastive Regularization for Corruption
Robustness.
.- Depth-Based Food Volume Estimation for Dietary Monitoring: a Case Study on Tunisian Cuisine.
.- T2IE: Evaluating Text-to-Image Models Across Key Skills.
.- AI-Based Traffic Forecasting in Telecom Core Networks.
.- UNet3D-SER: a Residual and Attention-Enhanced 3D U-Net Architecture for Accurate
Multimodal Brain Tumor Segmentation.
.- Squeeze and Excitation Network for Dementia Grades Prediction.
.- Towards a Taxonomy of AI Methods for Detecting Events on Social Networks: a Synthesis of
Approaches and Challenges.
.- FESLAR: Reducing Computational Overhead in Sign Language Avatar Reconstruction via
Motion-Aware Critical Frame Selection.
.- TuniFood-Bio: a Bi-Modal Dataset for Healthy Tunisian Food Classification and Nutrition-Aware
Recommendation.
.- A Hybrid CNN-Swin Transformer Model for Emotion Recognition from Facial Expressions in
Real-World Contexts.
.- Self-Aware Malware Classification via Confidence-Guided Model Routing and Explainable
Feature Attribution.
.- A Stereo Vision-Based Approach for Robust Scene Changes Detection.
.- A Neuro-Explicit DNN-HMM Approach for Sleep Stage Classification: Enhancing Temporal
Modeling and Interpretability.
.- DreamDiffGAN: Data Augmentation Approach for MRI Brain Tumor Classification Using Fine
Tuned Stable Diffusion and a Discriminator.
.- LLMs Vs Transformer Models: Which Approach is Crucial in Improving Arabic Sentiment
Analysis?.
.- Reinforcement Learning for CVRPTW Decomposition and Optimization.
.- 3D MRI Optimal Modality Combination for Brain Tumour Segmentation Using Transfer
Learning.
.- Deep Expert: Domain-Specific Feature Extraction for Automated Knee Osteoarthritis Diagnosis
Using Deep Learning.
.- Color Perception in Vision-Language Models: from Feature Extraction to Instruction Tuning
Methods.
.- Depth-Aware Imputation of Missing Well Log Data: a Comparative Study on the Algerian
Reservoir Data.
.- Pyramid Features for Improved Functional Data Classification.
.- A Structure-Aware Classifier to Predict Heart Disease.
.- Ontology-Driven Dynamic Kubernetes Cluster
Modeling.
.- Water Optimization Models for July Irrigation in Arid Regions.
.- AI-Powered Platform for Automated Quiz and Question Generation "QuiGen".
.- Assessing and Improving e-Learning Platform Security in Africa: from Deep Vulnerability
Analysis to the Development of OSSEP LMS Security Framework.
.- A Game-Theoretic Framework for Optimizing Pharmaceutical Pricing Negotiations Between
Governments and Private Insurers.
.- Evolving Neural Architectures for Secure and Compliant Smart Contract Analysis.
.- Machine Learning-Based Surrogate Modeling as a Foundation for a Seismic Digital Twin.
