
Pattern Recognition and Image Analysis
Description
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.
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Content
.- Computer Vision .
.- A continuous, differentiable, probability expressed harm risk estimator for robot actions in dynamic human centric environments.
.- A Spatial Dense CRF Framework for Post Processing in Multispectral Image Segmentation.
.- An Optimized Multi class Classification for Industrial Control Systems.
.- Deformation Aware Butterfly Tracking in Raw Spatio Spectral Images.
.- Enhancing IoMT security by using Benford's law and distance functions.
.- Enhancing Multi Object Tracking with Segmentation Masks: A Solution for Lost Object Recovery.
.- Enriching Unbounded Appearances for Neural Radiance Fields.
.- Estimating object physical properties from RGB D vision and depth robot sensors using deep learning .
.- Masking of Gaussian noise in color images: A psychophysical study of just noticeable differences using synthetic image patches of different luminance value.
.- MixUDA: From Synthetic to Real Object Detection.
.- Mutual Training Pseud Labeling Framework for Fire Segmentation.
.- Subfield-Based 1 Attempt Parallel Thinning Algorithms on the Hexagonal Grid.
.- Faces, Body, Fingerprints and Biometrics .
.- A Geometric and Morphometric Methodology for Evaluating Low Cost 3D Facial Acquisition and Reconstruction Techniques.
.- Abnormal Human Behaviour Detection using Normalising Flows and Attention Mechanisms.
.- ECG Based Biometric Identification: An Exloratory Study Using Fingertip Signals Acquired With Solid State Electrodes.
.- Federated Learning for Secure and Privacy-Preserving Facial Recognition: Advances, Challenges, and Research Directions.
.- Multi scale Temporal Pose analysis for Gait Recognition.
.- On the Use of Implicit Representations for Deepfake Detection.
.- Pseudo MOS Learning: A Hybrid Full to No Reference FIQA Framework.
.-Writer Identification using Simplified Handwritten Text Recognition Models.
.- Machine and Deep Learning .
.- A New Subgraph Extraction Algorithm through a Kinship Approach for Link Prediction in Knowledge Graphs.
.- A Semi-automatic Annotation Framework for Neutrophil Ultrastructure from TEM images.
.-Assessing Cross Device Generalization in Remote Sensing Image Super Resolution.
.- Assessing Dimensionality Reduction on Driving Range Estimation.
.- Fine-Grained Visual Classification of Antelope Species.
.- Image Transformation Sequence Retrieval with General Reinforcement Learning.
.- Impact of label level noise on multi label learning: a case study on the k Nearest Neighbor classifier.
.- Learning to Detect and Describe a Wireframe.
.- Mitigating Overfitting in Fully Transformer Architectures for Handwritten Text Recognition.
.- Multi-Hop Pooling: Leveraging Transition Matrices for Hierarchical Graph Representation Learning.
.- Spiking Alternatives for the Leaky Integrate and Fire Neuron: Applications in Cybersecurity and Financial Threats.
.- Using LoRA and Reinforcement Learning In Interactive Machine Translation.
.- Explainability, Bias and Fairness in DL .
.- Causal SHAP: Feature Selection with Explainability and Causal Analysis.
.- Gender Classification in Play Works Using BERT based Models.
.- Mitigating Distribution Bias in Multimodal Datasets via Clustering Based Curation.
.- Node Representation Diversity via Entropy Maximization in Graph Neural Networks.