Contents

Pattern Recognition and Image Analysis


Vol. 35, No. 3, 2025


REGULAR PAPERS CONTRIBUTED TO PRIA JOURNAL / Mathematical Theory of Pattern Recognition

Joint Probability-Informed Approach Based on Feature Space Expansion and Modified Loss Functions for Time Series Forecasting

A. K. Gorshenin and A. L. Vilyaev p. 235  abstract


REGULAR PAPERS CONTRIBUTED TO PRIA JOURNAL / Mathematical Theory of Images and Signals Representing, Processing, Analysis, Recognition and Understanding

Automated Transcription of Unfamiliar Words to Improve Recognition of Terms in the Subject Domain

E. V. Volkov and B.V. Dobrov p. 245  abstract


REGULAR PAPERS CONTRIBUTED TO PRIA JOURNAL / Artificial Intelligence Techniques in Pattern Recognition and Image Analysis

Evaluation of Multimodal Image and Text Processing Models from an Uncertainty Perspective

V. V. Kostyumov, B. M. Nutfullin, and O. G. Pilipenko p. 255  abstract


REGULAR PAPERS CONTRIBUTED TO PRIA JOURNAL / Application Problems

Unified Deep Learning Framework with Two-Way Transfer Learning for Occluded Faces: A Soft Decision Fusion Approach

Ashi Agarwal and Seba Susan p. 269  abstract

Two-Stage Hyperparameter Tuning and Local Feature Extraction for Improved Person Re-Identification

Huafeng Chen, S. Ihnatsyeva, R. Bohush, Shiping Ye, and S. Ablameyko p. 275  abstract

Using Two Series-Connected Reservoirs in the Prediction Task of Field Excitatory Postsynaptic Potentials in the Rodent Hippocampus

Nikolay V. Gromov, Albina V. Lebedeva, Alexander V. Naumov, Margarita I. Samburova, Vasily A. Kostin, Svetlana A. Gerasimova, Tatiana A. Levanova, and Lev A. Smirnov p. 289  abstract

Neuromorphic Reservoir Computing for Heartbeat Classification

Maxim Igorevich Kostyukov, Lev Alexandrovich Smirnov, and Grigoriy Vladimirovich Osipov p. 297  abstract

Edge Computing Approach for Real-Time Event Detection in Subway Tunnels

Daniil Matalov, Sergey Usilin, and Vladimir V. Arlazarov p. 300  abstract


PRIA JOURNAL SPECIAL ISSUE XV INTERNATIONAL CONFERENCE “INTELLIGENT INFORMATION PROCESSING” (IIP-2024) / Preface

XV International Conference “Intelligent Information Processing” (IIP-2024), September 23–27, 2024, Grodno

A. A. Dokukin, I. A. Matveev, and O. V. Senko p. 308  abstract


PRIA JOURNAL SPECIAL ISSUE XV INTERNATIONAL CONFERENCE “INTELLIGENT INFORMATION PROCESSING” (IIP-2024) / Plenary Papers

Distillation of Knowledge in Boosting Models

V. M. Nedel’ko p. 313  abstract

Recurrent Generation of Optimal Approximations of a Halftone Image

M. V. Kharinov p. 319  abstract


PRIA JOURNAL SPECIAL ISSUE XV INTERNATIONAL CONFERENCE “INTELLIGENT INFORMATION PROCESSING” (IIP-2024) / Section Papers—Theoretical Advances

Boundary Relations between Amount of Information and Decision Fidelity for Data Coding and Analysis Models

M. M. Lange p. 328  abstract


PRIA JOURNAL SPECIAL ISSUE XV INTERNATIONAL CONFERENCE “INTELLIGENT INFORMATION PROCESSING” (IIP-2024) / Section Papers—Theoretical Advances

Commonality-Based Recognition System

V. V. Krasnoproshin, A. V. Karkanitsa, and V. G. Rodchenko p. 338  abstract


PRIA JOURNAL SPECIAL ISSUE XV INTERNATIONAL CONFERENCE “INTELLIGENT INFORMATION PROCESSING”(IIP-2024) / Section Papers—Theoretical Advances

Methods of Topological Analysis for Generating More Informative Synthetic Features Based on Support Chains and Arbitrary Metric Distance Functions

I. Yu. Torshin p. 347  abstract


PRIA JOURNAL SPECIAL ISSUE XV INTERNATIONAL CONFERENCE “INTELLIGENT INFORMATION PROCESSING” (IIP-2024) / Section Papers—Theoretical Advances

Analysis of Interdependencies in the Characteristics of Graphs of Goals and Tasks of Long-Term Planning Documents

A. F. Sharafiev, D. V. Lemtyuzhnikova, and Z. K. Avdeeva p. 359  abstract


PRIA JOURNAL SPECIAL ISSUE XV INTERNATIONAL CONFERENCE “INTELLIGENT INFORMATION PROCESSING” (IIP-2024) / Section Papers—Applications in Image Processing

Assessing the Quality of Digital Image Segmentation

D. M. Murashov p. 376  abstract


PRIA JOURNAL SPECIAL ISSUE XV INTERNATIONAL CONFERENCE “INTELLIGENT INFORMATION PROCESSING” (IIP-2024) / Section Papers—Applications in Image Processing

Formation of Microstructure Image Features Based on Topological Decomposition

D. A. Pankratov and S. V. Eremeev p. 387  abstract


PRIA JOURNAL SPECIAL ISSUE XV INTERNATIONAL CONFERENCE “INTELLIGENT INFORMATION PROCESSING” (IIP-2024) / Section Papers—Applications in Image Processing

Using Persistent Landscapes in Image Processing

A. V. Abakumov and S. V. Eremeev p. 397  abstract

Surface Defect Detection Method Based on a Small Number of Labeled Images

A. A. Zakharov, M. N. Shamshin, and A. L. Zhiznyakov p. 410  abstract


PRIA JOURNAL SPECIAL ISSUE XV INTERNATIONAL CONFERENCE “INTELLIGENT INFORMATION PROCESSING” (IIP-2024) / Section Papers—Applications in Image Processing

Extracting Embeddings for Active Learning Corresponding to Regions of Interest in an Image

V. A. Sokolov, I. A. Matveev, and L. M. Teplyakov p. 417  abstract


PRIA JOURNAL SPECIAL ISSUE XV INTERNATIONAL CONFERENCE “INTELLIGENT INFORMATION PROCESSING” (IIP-2024) / Section Papers—Applications in Image Processing

Rotation Robust Image Classification with Visual Transformer Based on Spatial Transformation of Feature Maps

A. Dmitrienko and A. Gneushev p. 427  abstract


PRIA JOURNAL SPECIAL ISSUE XV INTERNATIONAL CONFERENCE “INTELLIGENT INFORMATION PROCESSING” (IIP-2024) / Section Papers—Applications in Image Processing

Algorithms for Morphological Analysis of Vectorized Boundaries in Images

A. B. Murynin, A. A. Rihter, and V. E. Vorobyev p. 438  abstract


PRIA JOURNAL SPECIAL ISSUE XV INTERNATIONAL CONFERENCE “INTELLIGENT INFORMATION PROCESSING” (IIP-2024) / Section Papers—Applications in Image Processing

Neural Network Detection of Runway and Taxiway Marking Lines

A. V. Zotov, M. A. Lebedev, and D. V. Komarov p. 455  abstract


PRIA JOURNAL SPECIAL ISSUE XV INTERNATIONAL CONFERENCE “INTELLIGENT INFORMATION PROCESSING” (IIP-2024) / Section Papers—Applications in Image Processing

An Integrated Method for Segmentation and Relief Refinement of Atomic Images Based on Probe Shape Convolution and U-Net Architecture Neural Network

K. S. Zyryanov, A. I. Oreshkin, and A. I. Chulichkov p. 468  abstract


PRIA JOURNAL SPECIAL ISSUE XV INTERNATIONAL CONFERENCE “INTELLIGENT INFORMATION PROCESSING” (IIP-2024) / Section Papers—Signal Analysis and Information Retrieval

Building a Dataset for Combined Classification of Source Code Reviews

P. A. Petrova, S. I. Markov, and V. V. Kachanov p. 482  abstract


PRIA JOURNAL SPECIAL ISSUE XV INTERNATIONAL CONFERENCE “INTELLIGENT INFORMATION PROCESSING” (IIP-2024) / Section Papers—Signal Analysis and Information Retrieval

Method of Input Masking for Training Translation Models

N. A. Skachkov p. 493  abstract


PRIA JOURNAL SPECIAL ISSUE XV INTERNATIONAL CONFERENCE “INTELLIGENT INFORMATION PROCESSING” (IIP-2024) / Section Papers—Signal Analysis and Information Retrieval

Improving Structural Consistency in the Task of Finding Groups of Identical Objects

A. B. Ryabtsev and S. K. Dulin p. 501  abstract


PRIA JOURNAL SPECIAL ISSUE XV INTERNATIONAL CONFERENCE “INTELLIGENT INFORMATION PROCESSING” (IIP-2024) / Section Papers—Signal Analysis and Information Retrieval

Comparison of Anomaly Detection Algorithms Based on Machine Learning and Spectral Analysis Methods

D. A. Makeev, K. E. Karavaeva, P. A. Fadeeva, N. E. Shapkina, P. V. Golubtsov, and A. I. Chulichkov p. 510  abstract


PRIA JOURNAL SPECIAL ISSUE XV INTERNATIONAL CONFERENCE “INTELLIGENT INFORMATION PROCESSING” (IIP-2024) / Section Papers—Signal Analysis and Information Retrieval

Real-Time Estimation of Autocovariance for Large Time Series with Gaps and Its Application

P. V. Golubtsov, S. E. Semyonova, N. E. Shapkina, and A. I. Chulichkov p. 521  abstract

Controlled Generation of Synthetic Data for Tasks of Diarization

D. Popov and A. Maysuradze p. 535  abstract


PRIA JOURNAL SPECIAL ISSUE XV INTERNATIONAL CONFERENCE “INTELLIGENT INFORMATION PROCESSING” (IIP-2024) / Section Papers—Signal Analysis and Information Retrieval

Neural Network Language Modeling and Identification of Significant Fragments in Scientific Articles to Nonredundantly Transfer Their Meaning

D. V. Mikhaylov and G. M. Emelyanov p. 547  abstract


PRIA JOURNAL SPECIAL ISSUE XV INTERNATIONAL CONFERENCE “INTELLIGENT INFORMATION PROCESSING” (IIP-2024) / Section Papers—Applications in Medicine and Biometry

Development and Application of a Method for Detecting Phase Shifts in Twin Electromyographic Signals for Differential Diagnosis of Parkinson’s Disease and Essential Tremor

O. S. Sushkova, A. A. Morozov, I. A. Kershner, M. N. Khokhlova, A. V. Gabova, L. A. Chigaleychik, and A. V. Karabanov p. 558  abstract


PRIA JOURNAL SPECIAL ISSUE XV INTERNATIONAL CONFERENCE “INTELLIGENT INFORMATION PROCESSING” (IIP-2024) / Section Papers—Applications in Medicine and Biometry

Detection of Hidden Repeats in Primary Structures of Protein Macromolecules Based on Spectral Approach

A. N. Pankratov and N. M. Pankratova p. 572  abstract