Contents

Pattern Recognition and Image Analysis


Vol. 36, No. 1, 2026


PART 1. REGULAR PAPERS / Mathematical Theory of Images and Signals Representing, Processing, Analysis, Recognition, and Understanding

Single Image Deraining for Ultrahigh Definition Images

Hu Bin, Sai Yang, Wanzhi Wen, and Yonghong Chen p. 1  abstract


PART 1. REGULAR PAPERS / Application Problems

Cyberbullying Detection Using Multimodal Dynamic Propagation Graph Capsule Network

Yongheng Chen and Chunyan Yin p. 8  abstract

Loss Function Selection for Vision Transformers in the Automatic Diagnosis of Bone Damage Based on X-ray Images with Low Variability in Training Data

A. K. Gorshenin and S. V. Antonenko p. 16  abstract

Multiclass Audio Detection of Violent Events Using Convolutional Neural Networks

Khaled Merit and Mohammed Beladgham p. 26  abstract

Anchor-Clustering: A Lightweight Efficient Method to Aggregate Human Attribute Prediction in Video Surveillance

Manh Tu Vu, Hoang Nam Vu, and Hoang Long Nguyen p. 45  abstract


PART 2. PRIA JOURNAL SPECIAL ISSUE “CSIT-2025” / Preface

Selected Papers of the 15th International Conference “Computer Science and Information Technologies,” 2025, Yerevan, Republic of Armenia

Levon Aslanyan, Hrachya Astsatryan, Hasmik Sahakyan, and Yuri Shoukourian p. 57  abstract


PART 2. PRIA JOURNAL SPECIAL ISSUE “CSIT-2025” / Section Papers—Systems and Applications Part I “Sensing, Vision, and Pattern Recognition” of the Workshop “Large Digital Models and Specific Pattern Analyses”

Dynamic Graph Restructuring, Continuous Monitoring, and Geo-Referenced Panorama Construction for Autonomous Self-Organized Unmanned Aerial Vehicle Swarms: Conflict-Minimizing Coordination

Agit Atashyan, David Hayrapetyan, Vahagn Poghosyan, Suren Poghosyan, Karen Egiazarian, and Yuri Shoukourian p. 65  abstract

Fourier Multispectral Transformer for Robust Hyperspectral Reconstruction and Remote Sensing Segmentation

Sargis Grigoryan, Hayk Gasparyan, Victor Ohanyan, and Sos Agaian p. 72  abstract

Adaptive Real-Time Simulation and Autonomous Role Reconfiguration for Decentralized Unmanned Aerial Vehicle Swarm Coordination

Artyom Lazyan, Suren Poghosyan, Vahagn Poghosyan, and Sergey Abrahamyan p. 84  abstract

Perturbation-Based Analysis of the R(2+1)D Network and a Deformable Extension for Radar-Frequency Image Classification

V. Sargsyan, G. Mkrtchyan, E. Saroyan, and L. Aslanyan p. 90  abstract


PART 2. PRIA JOURNAL SPECIAL ISSUE “CSIT-2025” / Section Papers—Systems and Applications Part II “Data Systems, Quality, and Analysis Platforms” of the Workshop “Large Digital Models and Specific Pattern Analyses”

GraphFlow: A Container-Based Partitioned Global Address Space Framework for Distributed Graph Analysis on Kubernetes

Hrachya Astsatryan, Emil Gazazyan, Simon Hunanyan, and Martin Astsatryan p. 110  abstract

Calibration and Measurement of a Device with the Linear Scale

K. J. Kachiashvili, V. V. Kvaratskhelia, and M. Z. Menteshashvili p. 118  abstract

Resolving Sets for Monotone Boolean Function Subclasses

Hasmik Sahakyan and Levon Aslanyan p. 124  abstract


PART 2. PRIA JOURNAL SPECIAL ISSUE “CSIT-2025” / Section Papers—Theoretical Advances Part III “Mathematical Theory and Combinatorics” of the Workshop “Large Digital Models and Specific Pattern Analyses”

Coding and Compression of Three-Dimensional Meshes

Rafik Aramyan, Gagik Mkrtchyan, and Arman Karapetyan p. 132  abstract

Recognition with Quantified Refutational Universal System for Many-Valued Logic

Anahit Chubaryan p. 138  abstract

On Properties of Some Categories with Sets of Nonnegative Integers As Objects

Arsen H. Mokatsian and Khachatur A. Barseghyan p. 144  abstract

An Extended Efficient Algorithm of Pattern Matching for Partially Commutative Monoids

Samvel Shoukourian and Arsen Asatryan p. 152  abstract


PART 2. PRIA JOURNAL SPECIAL ISSUE “CSIT-2025” / Section Papers—Theoretical Advances Part IV “Applied Modelling of Complex Phenomena” of the Workshop “Large Digital Models and Specific Pattern Analyses”

Hybrid Block Balanced Searches for Nearest Neighbors

Levon Aslanyan and Hasmik Sahakyan p. 163  abstract

A Comprehensive Survey on Jammer Detection and Localization in 5G Networks with Higher-Order Statistics and Unsupervised Learning

Michel Kulhandjian and Hovannes Kulhandjian p. 175  abstract

Moment Based Learning Rate Scheduler for Hebbian Learning

E. A. Vardanyan p. 193  abstract