Contents

Pattern Recognition and Image Analysis


Vol. 34, No. 4, 2024


PROCEEDINGS OF THE 9TH INTERNATIONAL WORKSHOP “IMAGE MINING: THEORY AND APPLICATIONS” (IMTA-IX-2024) / Invited Paper

Image Mining: Current Trends in Theory and Applications

I. B. Gurevich, D. Moroni, M. A. Pascali, and V. V. Yashina p. 893  abstract


PROCEEDINGS OF THE 9TH INTERNATIONAL WORKSHOP “IMAGE MINING: THEORY AND APPLICATIONS” (IMTA-IX-2024) / Session Papers

Mining Handwriting Images to Predict Alzheimer’s

Najla AL-Qawasmeh, and Ching Y. Suen p. 902  abstract

Advanced Image Captioning Using Object Detectors and Large Language Models

Nikita Andriyanov, and Vitaly Dementiev p. 909  abstract


PROCEEDINGS OF THE 9TH INTERNATIONAL WORKSHOP “IMAGE MINING: THEORY AND APPLICATIONS” (IMTA-IX-2024) / Session Papers

Decoding Neuromorphic Codes of Images in the Marr’s Paradigm

Viacheslav Antsiperov p. 913  abstract

The Using of Satellite Images to Evaluate Vegetation Processes Based on Cloud Detection

Vitaly Dementiev, and Nikita Andriyanov p. 918  abstract


PROCEEDINGS OF THE 9TH INTERNATIONAL WORKSHOP “IMAGE MINING: THEORY AND APPLICATIONS” (IMTA-IX-2024) / Session Papers

Recognition of Specific Genome Regions Using Machine Learning Methods

A. P. Djukova, and E. V. Djukova p. 924  abstract


PROCEEDINGS OF THE 9TH INTERNATIONAL WORKSHOP “IMAGE MINING: THEORY AND APPLICATIONS” (IMTA-IX-2024) / Session Papers

On New Clustering Possibilities of Paired Comparisons

S. D. Dvoenko p. 930  abstract

Detection of Repeated Structures in an Image Based on Topological Data Analysis

S. Eremeev p. 936  abstract


PROCEEDINGS OF THE 9TH INTERNATIONAL WORKSHOP “IMAGE MINING: THEORY AND APPLICATIONS” (IMTA-IX-2024) / Session Papers

Matrix Operations on Structural Components of an Image after Topological Decomposition

S. Eremeev p. 940  abstract


PROCEEDINGS OF THE 9TH INTERNATIONAL WORKSHOP “IMAGE MINING: THEORY AND APPLICATIONS” (IMTA-IX-2024) / Session Papers

A Deep Learning Approach to Antigenic Modeling for Rapidly Mutating Viruses

A. L. Firstkov p. 945  abstract


PROCEEDINGS OF THE 9TH INTERNATIONAL WORKSHOP “IMAGE MINING: THEORY AND APPLICATIONS” (IMTA-IX-2024) / Session Papers

Algorithmic Software Package for Automated Diagnostic Analysis of Human Fundus Images Obtained by Optical Coherence Tomography Angiography: Version 2.0

I. B. Gurevich, A. T. Tleubaev, and V. V. Yashina p. 951  abstract

Multialgorithmic Hierarchical Image Analysis System: Architecture and Analysis Model

I. B. Gurevich, and V. V. Yashina p. 959  abstract


PROCEEDINGS OF THE 9TH INTERNATIONAL WORKSHOP “IMAGE MINING: THEORY AND APPLICATIONS” (IMTA-IX-2024) / Session Papers

Hybrid Methods for Extracting Fuzzy Classification Rules from Mixed Data

Ilya Hodashinsky, and Roman Ostapenko p. 966  abstract


PROCEEDINGS OF THE 9TH INTERNATIONAL WORKSHOP “IMAGE MINING: THEORY AND APPLICATIONS” (IMTA-IX-2024) / Session Papers

Addressing Janus Issue in Text-to-3D via Orientation-Controlled Diffusion Models

Yuzhong Huang p. 971  abstract


PROCEEDINGS OF THE 9TH INTERNATIONAL WORKSHOP “IMAGE MINING: THEORY AND APPLICATIONS” (IMTA-IX-2024) / Session Papers

You’ve Got the Wrong Number: Evaluating Deep Learning Training Paradigms Using Handwritten Digit Recognition Data

Giacomo Ignesti, Massimo Martinelli, and Davide Moroni p. 978  abstract

Technology of Morphometric Analysis of Vertebral Bodies in Patients with Osteoporosis Using Computed Tomography Images

Natalya Yurievna Ilyasova, Nikita Sergeevich Demin, Kamil Shavkatovich Tadjitdinov, Valeriia Igorevna Pavlova, and Eduard Nikolaevich Alekhin p. 984  abstract

Algorithm for Morphological Analysis of Brain Magnetic Resonance Imaging Images in the Task of Differential Diagnosis of Primary Tumors

Natalya Yurievna Ilyasova, Alisa Aleksandrovna Selezneva, Nikita Sergeevich Demin, Aleksandr Victorovich Kapishnikov, Evgeniy Nicolaevich Surovcev, and Mohamed Soilihi p. 990  abstract


PROCEEDINGS OF THE 9TH INTERNATIONAL WORKSHOP “IMAGE MINING: THEORY AND APPLICATIONS” (IMTA-IX-2024) / Session Papers

Algorithm for Evaluation of Vertebral Body Deformity for Detection of Osteoporosis Using Computed Tomography Data

Natalya Yurievna Ilyasova, Kamil Shavkatovich Tadjitdinov, Nikita Sergeevich Demin, Valeriia Igorevna Pavlova, and Eduard Nikolaevich Alekhin p. 995  abstract


PROCEEDINGS OF THE 9TH INTERNATIONAL WORKSHOP “IMAGE MINING: THEORY AND APPLICATIONS” (IMTA-IX-2024) / Session Papers

Emotion Recognition Method Based on Multiscale Attention Residual Network

Zhan Jiao, Bo Fu, Yuanxin Mao, Dang N.H. Thanh, and Ning Zhang p. 1000  abstract

Adversarial Augmentation Can Improve Adversarial Robustness Better Than Double the Labeled Data

Nikita Lockshin, Alexander Khvostikov, and Andrey Krylov p. 1007  abstract

Ventricular Arrhythmia Classification Using Classical and Neural Network Approaches

L. A. Manilo, A. P. Nemirko, and E. G. Evdakova p. 1015  abstract

Compact Representations of Hyperspectral Images Based on the Fusion of Neural Network and Spectral Features

Evgeny Myasnikov p. 1021  abstract


PROCEEDINGS OF THE 9TH INTERNATIONAL WORKSHOP “IMAGE MINING: THEORY AND APPLICATIONS” (IMTA-IX-2024) / Session Papers

Approximation Models of Inexact Repeats in Spatial Conformations of Proteins

A. N. Pankratov, and N. M. Pankratova p. 1026  abstract


PROCEEDINGS OF THE 9TH INTERNATIONAL WORKSHOP “IMAGE MINING: THEORY AND APPLICATIONS” (IMTA-IX-2024) / Session Papers

Advancing Automated Detection of Nephrops norvegicus Burrows in Underwater Television Surveys through Machine Learning

Oscar Papini, Enrico Cecapolli, Filippo Domenichetti, Michela Martinelli, Gabriele Pieri, Marco Reggiannini, and Lorenzo Zacchetti p. 1030  abstract


PROCEEDINGS OF THE 9TH INTERNATIONAL WORKSHOP “IMAGE MINING: THEORY AND APPLICATIONS” (IMTA-IX-2024) / Session Papers

Revealing Personality through Handwriting: A Fusion of Graphology and Machine Learning Techniques

Maedeh Safar, and Ching Y. Suen p. 1037  abstract

Lightweight Image Preprocessing Model for Improving Microorganism Detection in Microscopic Scenes

Aleksei Samarin, Aleksei Toropov, Alexander Savelev, Aleksandra Dozortseva, Alexander Motyko, Egor Kotenko, Artem Nazarenko, Alina Dzestelova, Elena Mikhailova, and Valentin Malykh p. 1044  abstract

Specialized Image Descriptors Adaptation for Polyp Recognition over Endoscopic Images

Aleksei Samarin, Aleksei Toropov, Alexander Savelev, Egor Kotenko, Artem Nazarenko, Alexander Motyko, Alina Dzestelova, Elena Mikhailova, Aleksandra Dozortseva, and Valentin Malykh p. 1053  abstract

Unifying Human Pose Estimation in the Fall Detection Problem

Egor Surkov, Oleg Seredin, Andrei Kopylov, and Olesia Kushnir p. 1061  abstract


PROCEEDINGS OF THE 9TH INTERNATIONAL WORKSHOP “IMAGE MINING: THEORY AND APPLICATIONS” (IMTA-IX-2024) / Session Papers

Method of Feature Vectors Aggregation for Set-Based Face Recognition

Sergey Taranov, Alexander Gneushev, and Ivan Matveev p. 1074  abstract


PROCEEDINGS OF THE 9TH INTERNATIONAL WORKSHOP “IMAGE MINING: THEORY AND APPLICATIONS” (IMTA-IX-2024) / Session Papers

Revealing Earth’s Blueprint: Influence of Global Surface Water Probability in Flood Classification Using Synthetic Aperture Radar

Jayasree Thazhath Veedu, and Rajesh Reghunadhan p. 1081  abstract


PROCEEDINGS OF THE 9TH INTERNATIONAL WORKSHOP “IMAGE MINING: THEORY AND APPLICATIONS” (IMTA-IX-2024) / Session Papers

Integral Observables in Problems of Indirect Detection of Hidden Patterns

A. P. Vinogradov p. 1088  abstract

Determining Optimal Granularity for Effective Handwriting Analysis

Yan Xu, Yufang Tang, and Ching Y. Suen p. 1093  abstract


PROCEEDINGS OF THE 9TH INTERNATIONAL WORKSHOP “IMAGE MINING: THEORY AND APPLICATIONS” (IMTA-IX-2024) / Session Papers

Clothing Image Retrieval Algorithm Using YOLOv8 and Attention Model

Shiping Ye, V. Sorokina, and S. Ablameyko p. 1105  abstract

Numerical Differentiation with Neural Operators in a Noisy Environment

L. L. Zhebrik, and A. S. Krylov p. 1111  abstract


PROCEEDINGS OF THE 9TH INTERNATIONAL WORKSHOP “IMAGE MINING: THEORY AND APPLICATIONS” (IMTA-IX-2024) / Session Papers

Iterative Reconstruction of an Aluminum Piston by Simultaneous Algebraic Reconstruction Technique Method Using Graphic Processor

S. A. Zolotarev, and A. T. Taruat p. 1118  abstract


PRIA JOURNAL SPECIAL ISSUE 21ST ALL-RUSSIAN CONFERENCE WITH INTERNATIONAL PARTICIPATION “MATHEMATICAL METHODS OF PATTERN RECOGNITION” (MMPR-2023) / Preface

The 21st All-Russian Conference with International Participation “Mathematical Methods of Pattern Recognition” (MMPR-2023)

M. M. Lange, I. A. Matveev, and O. V. Senko p. 1125  abstract


PRIA JOURNAL SPECIAL ISSUE 21ST ALL-RUSSIAN CONFERENCE WITH INTERNATIONAL PARTICIPATION “MATHEMATICAL METHODS OF PATTERN RECOGNITION” (MMPR-2023) / Plenary Paper

Neuromorphic Image Coding/Decoding Based on Sampling Estimates of the Local Contrast

V. E. Antsiperov, and V. A. Kershner p. 1129  abstract


PRIA JOURNAL SPECIAL ISSUE 21ST ALL-RUSSIAN CONFERENCE WITH INTERNATIONAL PARTICIPATION “MATHEMATICAL METHODS OF PATTERN RECOGNITION” (MMPR-2023) / Section Papers—Theoretical Advances

Information-Theoretic Lower Bounds to an Average Distortion for the Models of Coding Independent Continuous Letters and Estimating a Distribution Parameter

M. M. Lange, and A. M. Lange p. 1141  abstract


PRIA JOURNAL SPECIAL ISSUE 21ST ALL-RUSSIAN CONFERENCE WITH INTERNATIONAL PARTICIPATION “MATHEMATICAL METHODS OF PATTERN RECOGNITION” (MMPR-2023) / Section Papers—Theoretical Advances

About One Robust Variant of Principal Component Analysis

Z. M. Shibzukhov p. 1150  abstract


PRIA JOURNAL SPECIAL ISSUE 21ST ALL-RUSSIAN CONFERENCE WITH INTERNATIONAL PARTICIPATION “MATHEMATICAL METHODS OF PATTERN RECOGNITION” (MMPR-2023) / Section Papers—Theoretical Advances

Harmonic Averaging in Classifier Quality Assessment

O. S. Seredin, and A.V. Kopylov p. 1160  abstract


PRIA JOURNAL SPECIAL ISSUE 21ST ALL-RUSSIAN CONFERENCE WITH INTERNATIONAL PARTICIPATION “MATHEMATICAL METHODS OF PATTERN RECOGNITION” (MMPR-2023) / Section Papers—Theoretical Advances

Using the Out-of-Bag Model in the Cross-Validation Procedure

V. M. Nedel’ko p. 1172  abstract


PRIA JOURNAL SPECIAL ISSUE 21ST ALL-RUSSIAN CONFERENCE WITH INTERNATIONAL PARTICIPATION “MATHEMATICAL METHODS OF PATTERN RECOGNITION” (MMPR-2023) / Section Papers—Applications in Image and Signal Processing

Generation of Optimal Approximations of Color Images

M. V. Kharinov p. 1177  abstract

Stroke Segmentation of Handwritten Text Based on Medial Representation

L. M. Mestetskiy p. 1185  abstract

Optimizing Resolution in a Scanning Tunneling Microscope: Mathematical Approaches and Experimental Results

K. S. Zyryanov, A. I. Oreshkin, and A. I. Chulichkov p. 1192  abstract


PRIA JOURNAL SPECIAL ISSUE 21ST ALL-RUSSIAN CONFERENCE WITH INTERNATIONAL PARTICIPATION “MATHEMATICAL METHODS OF PATTERN RECOGNITION” (MMPR-2023) / Section Papers—Applications in Image and Signal Processing

Models of Representation of Environmental Objects Based on Hyperspectral Survey Data

O. G. Gvozdev, A. B. Murynin, and A. A. Rihter p. 1203  abstract


PRIA JOURNAL SPECIAL ISSUE 21ST ALL-RUSSIAN CONFERENCE WITH INTERNATIONAL PARTICIPATION “MATHEMATICAL METHODS OF PATTERN RECOGNITION” (MMPR-2023) / Section Papers—Applications in Image and Signal Processing

Segmentation of Buildings in Aerial Photographs Using Graph Convolutional Networks

A. A. Zakharov, M. V. Zakharova, and A. L. Zhiznyakov p. 1216  abstract


PRIA JOURNAL SPECIAL ISSUE 21ST ALL-RUSSIAN CONFERENCE WITH INTERNATIONAL PARTICIPATION “MATHEMATICAL METHODS OF PATTERN RECOGNITION” (MMPR-2023) / Section Papers—Applications in Image and Signal Processing

Method of Natural Data Analysis and Anomaly Detection Based on a Collective of NARX Neural Networks

O. V. Mandrikova, Y. A. Polozov, and B. S. Mandrikova p. 1223  abstract


PRIA JOURNAL SPECIAL ISSUE 21ST ALL-RUSSIAN CONFERENCE WITH INTERNATIONAL PARTICIPATION “MATHEMATICAL METHODS OF PATTERN RECOGNITION” (MMPR-2023) / Section Papers—Applications in Medicine and Biometry

Method for Human Identification Based on Radiological Head Images and Its Robustness to Distortions

V. P. Novik, Yu. A. Vasilev, K. M. Arzamasov, and I. A. Matveev p. 1233  abstract


PRIA JOURNAL SPECIAL ISSUE 21ST ALL-RUSSIAN CONFERENCE WITH INTERNATIONAL PARTICIPATION “MATHEMATICAL METHODS OF PATTERN RECOGNITION” (MMPR-2023) / Section Papers—Applications in Medicine and Biometry

Optimization of Face Recognition Systems for Implementation in Embedded Systems

N. A. Andriyanov, and V. E. Dementiev p. 1245  abstract

The Impact of Enriching Electroencephalogram in Spatial Metadata on Interpretability and Generalization Ability of Graph Neural Networks

L. S. Sidorov, and A. I. Maysuradze p. 1255  abstract


PRIA JOURNAL SPECIAL ISSUE 21ST ALL-RUSSIAN CONFERENCE WITH INTERNATIONAL PARTICIPATION “MATHEMATICAL METHODS OF PATTERN RECOGNITION” (MMPR-2023) / Section Papers—Applications in Medicine and Biometry

Evaluation of Dynamic Changes in Relative Cross-sectional Area of the Carotid Artery Based on Ultrasound Images

I. K. Aleksandrov, and D. G. Hafizov p. 1264  abstract


PRIA JOURNAL SPECIAL ISSUE 21ST ALL-RUSSIAN CONFERENCE WITH INTERNATIONAL PARTICIPATION “MATHEMATICAL METHODS OF PATTERN RECOGNITION” (MMPR-2023) / Section Papers—Applications in Medicine and Biometry

Methods of Intelligent Data Analysis in Hive State Assessment Problem

A. A. Dokukin, A. V. Kuznetsova, N. V. Okulov, O. V. Senko, and V. Ya. Chuchupal p. 1271  abstract


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

Description of the Basic Elements of a Metagraph Model Using the Granular-Protographic Approach

Yuriy Evgenievich Gapanyuk p. 1281  abstract


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

Point-Reconstruction-Network: 3D Point Cloud Reconstruction from a Single Image

Guang Huo, Yueqi Niu, Zhiqiang Yang, and Dawei Lin p. 1288  abstract


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

A Query Language for Extended Semantic Networks

D. V. Demidov p. 1296  abstract


REGULAR PAPERS CONTRIBUTED TO PRIA JOURNAL / Application Problems

Methods for Binarization of Metaheuristic Algorithms for Constructing Compact Fuzzy Classifiers of Medical Data

M. Bardamova, M. Svetlakov, K. Sarin, A. Hodashinskaya, Y. Shurygin, and I. Hodashinsky p. 1303  abstract

Real-Time Smoke Detection in Video Based on Two-Step Selection of Regions of Interest and Directional Movement Analysis

Shiping Ye, Y. Adamovsky, Huafeng Chen, R. Bohush, and S. Ablameyko p. 1323  abstract