Pattern Recognition and Image Analysis: 12th Iberian Conference, IbPRIA 2025, Coimbra, Portugal, June 30 – July 3, 2025, Proceedings, Part II(15938 Lecture Notes in Computer Science)

The two volume set LNCS 15937 + 15938 constitutes the proceedings of the 12th Iberian Conference on Pattern Recognition and Image Analysis, IbPRIA 2025, which took place in Coimbra, Portugal, during June 30-July 3, 2025. The 67 full papers included in the proceedings were carefully reviewed and selected from 115 submissions. They were organized in topical sections as follows: Part I: Computer vision; faces, body, fingerprints and biometrics; machine and deep learning; explainability, bias and fairness in DL; Part II: Natural language processing; biomedical applications; and other applications.

Table of Contents:
.- Natural Language Processing. .- Capturing the Narrative: a Deep Learning Pipeline for Comics Sequences. .- How LLMs See People. .- Large Language Models for Interactive Machine Translation. .- Towards Event Driven Evaluation of Surveillance Video Understanding using Natural Language. .- Biomedical Applications. .- A Machine Learning Method for Authentication of Human Ancient Mitochondrial DNA. .- A Novel Deep Learning Framework for Predicting Antimicrobial Peptide Activity Using ProtBert and Neural Networks. .- AGE US: automated gestational age estimation based on fetal ultrasound images. .- AI-based system for assistance in minimally invasive renal procedures using Mixed Reality. First steps. .- Continual Deep Active Learning for Medical Imaging: Replay Base Architecture for Context Adaptation. .- Enhancing Medical Image Analysis: A Pipeline Combining Synthetic Image Generation and Super Resolution. .- Exploiting Generative Models for Downstream Classification Tasks on Latent Spaces using 3D Brain MRI Scans: a Down Syndrome Case Study. .-Informed decision making strategy for resampling in pain assessment. .- Lightweight SwinUNETR for Hepatic Segmentation. .- MIL vs. Aggregation: Evaluating Patient-Level Survival Prediction Strategies Using Graph-Based Learning. .- Multitask Learning Approach for Foveal Avascular Zone Segmentation in OCTA Images. .- Optimizing Medical Image Captioning with Conditional Prompt Encoding. .- PosePilot: An Edge AI Solution for Posture Correction in Physical Exercises. .- Prediction of 30 day hospital readmission with clinical notes and EHR information. .- Quantum Computing in Prenatal Care: Enhancing Fetal Ultrasound Image Classification with Quantum Neural Networks. .-Uplift modeling for treatment effect estimation in the prostate cancer treatment landscape. .-VesselView: A CNN for Segmentation of Vessels in High Resolution Retinal Fundus Images. .- Other Applications. .- Analysis of Behavioral Trends in Road Traffic Accidents: A Comparative Study Among Latin America, Australia and the UK. .- Deciphering the Silent Signals: Unveiling Frequency Importance for Wi-Fi-Based Human Pose Estimation with Explainability. .- ECOmpress: a web tool for boosting energy efficiency through data compression. .- Efficient Malicious UAV Detection Using Autoencoder TS Mamba Integration. .- On the Correction of GFS Wind Speed Forecasts in Portugal Using LSTM Networks. .- Saliency guided Emotion Modeling: Predicting Viewer Reactions from Video Stimuli. .- Statistical Downscaling of Wind Speed in the Iberian Peninsula Using Machine Learning. .-Towards a New Categorization of Models for Multivariate Time Series Anomaly Detection. .- Using gait to monitor health: an experimental baseline. .- Zipf ’s Curves of Plainchant Melodies.