Full Description
This book constitutes the proceedings of the 17th Mexican Conference on Pattern Recognition, MCPR 2025, held in Guanajuato, Mexico, during June 25-28, 2025.
The 36 full papers presented in this volume were carefully reviewed and selected from 70 submissions.
They are grouped into the following topics: Pattern Recognition and Machine Learning Techniques; Language Processing and Recognition; Computer Vision; Medical Applications of Pattern Recognition; Reinforcement Learning; Deep Learning and Neural Networks.
Contents
.- Pattern Recognition and Machine Learning Techniques.
.- Detection of Concept Drift in Bayesian Networks.
.- Hausdorff Distance Optimization in Low-Density Point Clouds.
.- Extremal Topologies for the Merrifield-Simmon Index on Dendrimers
in Drug Delivery.
.- Tailoring Bounded Instances for the Job Shop Scheduling Problem
through Unified Particle Swarm Optimization.
.- Empirical Comparison of Density-Based Clustering Algorithms for
Large Datasets.
.- Exact versus Approximate Patterns in Dissimilarity-Based Graph
Embedding for Supervised Classification.
.- Optimized Early Detection of Bark Beetles through Automated
Segmentation and Machine Learning Classification.
.- Handling Constraints in Clustering via Multi-Objective Evolutionary
Algorithms.
.- Analysis of Childrens Emotions in Sketches Using Classical and Deep
Learning Approaches.
.- Heuristic-Based Optimization Using Elementary Cellular Automata: A
Preliminary Study on the Knapsack Problem.
.- Language Processing and Recognition.
.- Dynamic Strategy for Recognizing the Mexican Sign Language
Alphabet: Bridging Static and Dynamic Signs.
.- Classification of Suicidal Texts Based on Emotional Change Detection
Using LSTM.
.- Synthetic Corpus of Emotions for Detection of Depression in Social
Networks.
.- Deep Neural Networks and Log-Mel Spectrogram for Emotion
Recognition through Spanish Speech.
.- Phonetic Spectral Image Representation for Yuhmu Language Analysis.
.- Multi-Label Classification of Texts on Harassment and Discrimination
with Neural Networks.
.- Exploring a Multimodal Language Model for Auto-Captioning and
Visual Question Answering in Histopathology Images.
.- Computer Vision.
.- Automatic Counting System in a Region of Interest from Videos Taken
by Drones.
.- Real-Time Image Analysis Using a Depth Camera for UAV Applications.
.- Extending Reference-Based Texture Transformers for Image Dehazing.
.- Vision-Based Formation Control Using Visual Servoing and Virtual
Homographies.
.- Laser Beam Centroid Detection for Automatic Spatial Filtering: A
Comparative Analysis of Machine Vision Algorithms.
.- Towards End-To-End Visual Odometry for Unstructured Agricultural
Environments.
.- Medical Applications of Pattern Recognition.
.- Early Detection of Acute Myocardial Infarction (AMI) Risk Using
Optimized Machine Learning Models.
.- Deep Learning Approaches for Glaucoma Detection: A Comparative
Study of CNN Models on Retinal Fundus Images.
.- Classification of CFD-Generated Aortic Flow Images Using Neural
Networks.
.- Explainable Diagnosis of Bacterial Vaginosis: A Hierarchical Approach
Based on XAI.
.- Reinforcement Learning.
.- Evaluating Deep Reinforcement Learning for Robotic Navigation.
.- Determining Optimal Population Management with Reinforcement
Learning.
.- Deep Learning and Neural Networks.
.- Hybrid Deep Learning Architecture for Automatic Detection of
Coronary Stenosis in X-Ray Videos.
.- Predicting Crowd Motion with Diffusion Models.
.- Enhancing Perceptron Learning through Bayesian Optimisation and
Cross-Validation.
.- Facial Expression Recognition Using Light Weight CNNs and Soft Voting.
.- Automatic Segmentation of the Major Temporal Arcade Using U-Net
Attention Architecture.
.- A Lightweight Diffusion Model with Modified Sampler.
.- Unsupervised Emotion Analysis in Mexican Popular Music Lyrics
Using a Bert-Based Model.
