Contents

Pattern Recognition and Image Analysis


Vol. 36, No. 2, 2026


Part 1. Regular Papers / Mathematical Theory of Images and Signals Representing, Processing, Analysis, Recognition and Understanding

Parallel Image Restoration Algorithm Based on Lattice Boltzmann Equations for Nonlinear Anisotropic Diffusion

G. A. Chumarin and O. V. Ilyin p. 199  abstract

Descriptive Image Analysis: Part VI. On Conceptual Tools for Describing the Image Formalization Space

I. B. Gurevich and V. V. Yashina p. 207  abstract


Part 1. Regular Papers / Artificial Intelligence Techniques in Pattern Recognition and Image Analysis

Place of Cognitive Images in an Intelligent Diagnostic Medical System

Boris Arkadievich Kobrinskii and Nikolay Alekseevich Blagosklonov p. 212  abstract

Neural Network Language Modeling, Significant Fragments of Scientific Articles, Their Clustering, and Estimation of Affinity to the Semantic Standard

D. V. Mikhaylov and G. M. Emelyanov p. 224  abstract


Part 1. Regular Papers / Pattern Recognition and Image Analysis Automated Systems, Hardware and Software

Decision Support System for Explainable Assessment of Lung Nodule Malignancy in Computed Tomography Images

Rinat Ilgizovich Dumaev, Sergey Aleksandrovich Molodyakov, and Lev Vladimirovich Utkin p. 236  abstract

Spatial-Augmented Transformer with Adaptive Framing for Event-Based Human Action Recognition

Pai Li, Hailun Xia, Naichuan Zheng, and Zeyu Liang p. 245  abstract

An Intelligent Grading System for Automated Identification and Classification of Banana Fruit Diseases Using Deep Convolution Neural Network

Himanshu B. Patel and Nitin J. Patil p. 256  abstract


Part 1. Regular Papers / Application Problems

ShopSafe: Artificial Intelligence-Powered Theft Prevention Using Multiscale Analysis

Mohd. Aquib Ansari, Arvind Mewada, Dushyant Kumar Singh, Mayank Kumar Rusia, and Shahnawaz Ahmad p. 272  abstract

Kolmogorov–Arnold Networks for Analysis and Forecasting of Nonstationary Astrophysical and Magnetic Field Data

A. K. Gorshenin p. 285  abstract


Part 2. PRIA JOURNAL SPECIAL ISSUE “DAMDID/RCDL-2025” / Preface

The Evolution of the DAMDID/RCDL Conferences and Some Scientific Results of the XXVII International Conference DAMDID/RCDL-2025

Victor Nikolaevich Zakharov and Sergey Alexandrovich Stupnikov p. 293  abstract


Part 2. PRIA JOURNAL SPECIAL ISSUE “DAMDID/RCDL-2025” / Section Papers—Image Processing, Recognition, Analysis and Understanding

Improvement in Microbial Classification Quality Using Synthetic Microscopic Images Generated by Large Visual-Language Models

Aleksei Samarin, Alexander Savelev, Aleksei Toropov, Egor Kotenko, Alexandra Dozortseva, Artem Nazarenko, Anastasia Mamaeva, Alexander Motyko, Elena Mikhailova, and Valentin Malykh p. 302  abstract

Generating Facial Expressions from Neutral Geometry Based on a Local Shape Model

A. D. Borisov and S. D. Makhortov p. 313  abstract


Part 2. PRIA JOURNAL SPECIAL ISSUE “DAMDID/RCDL-2025” / Section Paper—Image Processing, Recognition, Analysis and Understanding

Improving the Accuracy of Automatic Wildlife Detection in Nature Reserves Using Infrared Imaging

Aleksei Samarin, Alexander Savelev, Aleksei Toropov, Egor Kotenko, Artem Nazarenko, Anastasia Mamaeva, Alexander Motyko, Elena Mikhailova, Valentin Malykh, and Svetlana Babina p. 323  abstract


Part 2. PRIA JOURNAL SPECIAL ISSUE “DAMDID/RCDL-2025” / Section Paper—Image Processing, Recognition, Analysis, and Understanding

Development of a Specialized Method for Contextual Augmentation of Small Objects

P. O. Arkhipov, S. L. Philippskih, and M. V. Tsukanov p. 335  abstract


Part 2. PRIA JOURNAL SPECIAL ISSUE “DAMDID/RCDL-2025” / Section Papers—Image Processing, Recognition, Analysis, and Understanding

Adaptation of the Visual Genome Dataset for the Russian Language

Maria Alekseevna Eliseeva, Natalia Valerevna Baeva, Jiayi Yang, and Natalia Ernestovna Efremova p. 343  abstract


Part 2. PRIA JOURNAL SPECIAL ISSUE “DAMDID/RCDL-2025” / Section Paper—Image Processing, Recognition, Analysis and Understanding

Real-Time Soccer Ball Localization with a Single Camera

Dmitrii Vorobev, Artem Prosvetov, and Karim Elhadji Daou p. 354  abstract

Acne Severity Grading with Deep Learning

Stefan Nikolić, Rayeesa Mehmood, and Dmitry I. Ignatov p. 362  abstract


Part 2. PRIA JOURNAL SPECIAL ISSUE “DAMDID/RCDL-2025” / Section Paper—Image Processing, Recognition, Analysis, and Understanding

Development of a Model for Classifying Magnetic Resonance Imaging Images by Alzheimer’s Disease Stages Using Explainable Machine Learning Methods

Konstantin Turalchuk and Daria Imajkina p. 373  abstract


Part 2. PRIA JOURNAL SPECIAL ISSUE “DAMDID/RCDL-2025” / Section Papers—Pattern Recognition

Optimization of the Embedding Linearity for Speaker Diarization under Overlapping Speech Conditions

Dmitrii Nikolaevich Popov and Archil Iverievich Maysuradze p. 382  abstract

Intelligent Voice Fraud Detection Methods in Authentication Systems

K. E. Izrailov, I. V. Kotenko, and A. A. Chechulin p. 391  abstract

Temporal and Statistical Analysis of Electroencephalographic Signals in the P300 Recognition Problem

L. S. Sidorov and A. I. Maysuradze p. 400  abstract

Using Machine Learning to Predict Crystal Lattice Parameters of Compounds with the ThCr2Si2-Type Structure

N. N. Kiselyova, V. A. Dudarev, O. V. Senko, A. A. Dokukin, A. V. Stolyarenko, and Yu. O. Kuznetsova p. 407  abstract


Part 2. PRIA JOURNAL SPECIAL ISSUE “DAMDID/RCDL-2025” / Section Papers—Neural Networks. Analyzing and Evaluating Poorly Formalized, Poorly Structured Information

Evaluating Safety of Large Language Models with Cognitive Diagnosis

Nikita Breskanu and Archil Iverievich Maysuradze p. 415  abstract

Environmental Discourse in Russian Online Communities: Insights from Topic Modeling and Topic Labeling

Anna Valer’evna Glazkova, Olga Vladimirovna Zakharova, Olga Alexandrovna Prituzhalova, and Lyudmila Grigor’evna Suvorova p. 425  abstract

Contextual Learning Strategies for Dialogue Summarization Using Large Language Models

D. E. Penyasov and K. A. Turalchuk p. 437  abstract

Testing Methods for Retrieval Augmented Generation Models in Russian

Daria Potapova and Natalia Loukachevich p. 450  abstract

Iterative Layerwise Distillation for Efficient Compression of Large Language Models

Grigory Kovalev and Mikhail Tikhomirov p. 461  abstract

Temperature Effects on Prompt-Based Keyphrase Generation with Instruction-Based Large Language Models

Anna Valer’evna Glazkova, Olga Alexandrovna Mitrofanova, and Dmitry Alekseevich Morozov p. 473  abstract

Impact of Tokenization on Evaluation of Neural Syntactic Parsing

Elena Denisovna Shamaeva and Natalia Valentinovna Loukachevitch p. 486  abstract

Efficiency Evaluation Framework for LLM-Generated Code

David Armenovich Avagian and Alyona Liliana Johanna Ball p. 498  abstract


Part 2. PRIA JOURNAL SPECIAL ISSUE “DAMDID/RCDL-2025” / Section Papers—Analyzing and Evaluating Poorly Formalized, Poorly Structured Information

Thematic Structure Analysis of a Text Collection Based on the Top2Vec Model

A.V. Sychev p. 509  abstract

Russian-Language Student Debate Dataset

Rodion Vadimovich Sulzhenko and Boris Victorovich Dobrov p. 520  abstract

Automation of Text Annotation for Compliance Checking Based on Descriptive Logic: An Example from the Russian Building Code

Denis Olegovich Turygin, Ildar Raisovich Baimuratov, and Dmitrii Alekseevich Pliukhin p. 528  abstract


Part 2. PRIA JOURNAL SPECIAL ISSUE “DAMDID/RCDL-2025” / Section Papers—Data Representation and Modeling. Knowledge Bases

Ontology-Based Domain Analysis Approach for Developing an Interdisciplinary Research Infrastructure

Nikolai Arkadyevich Kalinin and Nikolay Alekseyevich Skvortsov p. 538  abstract

Methodology for Automatic Information Extraction and Fusion for the Ontology of Plant Diseases

A. S. Shiyan, A. Larin, I. R. Baimuratov, and N. A. Zhukova p. 549  abstract

Toward a Unified Cloud Resource Ontology for Multicloud Security

Nikolai Arkadyevich Kalinin and Nikolay Alekseyevich Skvortsov p. 558  abstract


Part 2. PRIA JOURNAL SPECIAL ISSUE “DAMDID/RCDL-2025” / Section Papers—Specialized Computational Architectures for Information Analysis and Evaluation

Information Support for Distributed Research in the Field of Thin-Film Materials: From Synthesis to Process Control

V. A. Dudarev, N. N. Kiselyova, and A. Ludwig p. 568  abstract

Research and an Experimental Analysis of Big Data Tools: Twitch Streaming Platform App

Georgiy Oskarovich Frolov, Vladimir Andreevich Parkhomenko, and Pavel Dmitrievich Drobintsev p. 577  abstract

Enabling Semantic Search of Resources within the Problem-Solving Life Cycle

Nikolay Alekseyevich Skvortsov p. 586  abstract


Part 2. PRIA JOURNAL SPECIAL ISSUE “DAMDID/RCDL-2025” / Section Papers—Data Representation and Modeling. Databases

Brewer’s Theorem and Modern Relational Database Management Systems

Alexander V. Solovyev p. 597  abstract

Using Stratified Sampling in Statistical Data Analysis to Improve the Cardinality Estimation of Query Execution Plan

Vladislav Vitalevich Sukhomlinov and Oleg Yuryevich Sabinin p. 606  abstract

The Metagraph Transformation Algorithm Based on Incidence and Nesting Representation

Irina Sovetovna Karabulatova, Stepan Sergeevich Vinnikov, Anatoliy Nikolaevich Nardid, and Yuriy Evgenievich Gapanyuk p. 616  abstract


Part 3. PRIA JOURNAL SPECIAL ISSUE “MMPR-2025” / Preface

22nd All-Russian Conference with International Participation “Mathematical Methods of Pattern Recognition” (MMPR-2025), September 22–26, 2025, Murom, Russian Federation

A. A. Dokukin, I. A. Matveev, and O. V. Senko p. 629  abstract


Part 3. PRIA JOURNAL SPECIAL ISSUE “MMPR-2025” / Plenary Papers

Nonlinear Estimates of the Maximum Possibility in the Theory of Computer-Aided Measuring Transducers

A. I. Chulichkov and A. S. Khristova p. 634  abstract

Some Expressions for the Variance of a Cross-Validation

V. M. Nedel’ko p. 642  abstract


Part 3. PRIA JOURNAL SPECIAL ISSUE “MMPR-2025” / Section Papers—Theoretical Advances

Theoretical Interrelation between the Concepts of Problem Regularity and Topological Space Normality, and Practical Applications of the Developed Theory in Data Mining

I. Yu. Torshin p. 648  abstract

Creating a Multimodal Dataset for the SciLibRu Semantic Library Using a Language Model

A. P. Khalov, O. M. Ataeva, and N. P. Tuchkova p. 665  abstract

New Schemes for Constructing Ensembles Based on Divergent Forest

O. V. Senko and P. Y. Krivulia p. 678  abstract

Using High-Divergence Ensembles in Predicting Quantitative Properties of Inorganic Compounds

Yu. O. Kuznetsova, N. N. Kiselyova, O. V. Senko, and A. A. Dokukin p. 689  abstract

On One Robust Variant of Boosting Classifiers

Z. M. Shibzukhov p. 699  abstract

Landscape Measure of Deep Learning Models

A. V. Grabovoy p. 708  abstract

Algorithm for Shift-Based Incremental Learning of a Neural Network under Continuous Data Inflow Conditions

A. A. Orlov and E. S. Abramova p. 717  abstract

Logical Data Analysis and Classification: Traditional and Neural Network Approaches

Diana V. Anisimova, Elena V. Djukova, and Ivan A. Pestov p. 729  abstract


Part 3. PRIA JOURNAL SPECIAL ISSUE “MMPR-2025” / Section Papers—Applications in Image Processing

Information-Theoretic Approach to Analysis of Personal Identification Fidelity Using Multimodal Datasets

M. M. Lange, A. M. Lange, and S. V. Paramonov p. 738  abstract

Cooperative Face Liveness Detection via Displacement of Dense Facial Points Clouds

A. K. Sokolov and M. Y. Nikitin p. 747  abstract

Constellation Method for One-Shot Search of Handwritten Glyphs

L. M. Mestetskiy and Mingchuan Xu p. 756  abstract

On Assessing the Boundaries of the Information-Theoretical Measures of Digital Image Segmentation Quality

D. M. Murashov p. 764  abstract

Segmentation of Microscopic Images of Pseudomonas Biofilms Using Deep Learning and Semantic Filtering

V. S. Pavlova, M. Yu. Kurbakov, A. V. Kopylov, and O. S. Seredin p. 777  abstract

Real-Time Image Segmentation and Its Application to Scene Analysis

K. I. Kiy p. 793  abstract

Image Segmentation Based on Topological Decomposition and Pixel Resource

A. V. Abakumov and S. V. Eremeev p. 807  abstract

Training Normalizing Flow Models in the Latent Space of Variational Autoencoders for Image Entropy Compression

I. F. Serzhenko and A. N. Gneushev p. 817  abstract

Neural Network Models for Improving Satellite Image Quality Based on Pixel-Level Domain Adaptation

A. B. Murynin, A. K. Shved, and V. A. Kozub p. 829  abstract

Determining the Offset of a Metal Strip Using Computer Vision in the Forming Mill Line during the Production of Electric-Welded Pipes

E. O. Zubova, M. N. Shamshin, and A. V. Rybakov p. 842  abstract


Part 3. PRIA JOURNAL SPECIAL ISSUE “MMPR-2025” / Section Papers—Signal Analysis and Information Retrieval

Neural Network Algorithm for Recognizing Human Activity from Radio Signals with Preliminary Motion Detection

A. V. Astafiev p. 852  abstract

Estimating the Parameters of a Harmonic Signal Distorted by Gaussian Noise Using Statistical Phase Analysis: Existence and Uniqueness of Solution

T. V. Yakovleva p. 863  abstract

Assessment of Pronunciation Correctness Using Large Multilingual Models

V. Ya. Chuchupal and S. I. Gurov p. 872  abstract

Structure-Oriented Augmentation for Improving the Generalization Ability of Neural Pattern Recognition Models under Data Scarcity

A. K. Zvereva, A. V. Grabovoi, and M. S. Kaprielova p. 882  abstract


Retraction Note

Retraction Note: Computational Approaches to Aesthetic Quality Assessment of Digital Photographs: State of the Art and Future Research Directives

Soma Debnath and Suvamoy Changder p. 895  abstract