Contents

Pattern Recognition and Image Analysis

Vol. 35, No. 1, 2025

MATHEMATICAL THEORY OF PATTERN RECOGNITION

Deep Image Matching Based on Siamese Convolutional Neural Networks

J. Dou, and Z. Tu p. 1  abstract

Enhancing Stability of the Weakly Supervised Regression Algorithm Using Manifold Regularization and Fuzzy Clustering

K. Kalmutskiy, and V. Berikov p. 16  abstract

Comparison of Deep Learning Methods and a Transfer-Learning Semisupervised Generative-Adversarial-Network Combined Framework for Pavement Crack Image Identification

Kai-liang Lu p. 19  abstract

MATHEMATICAL THEORY OF IMAGES AND SIGNALS REPRESENTING, PROCESSING, ANALYSIS, RECOGNITION AND UNDERSTANDING

Convolutional Neural Network-Based Framework for Single Image Superresolution of Magnetic Resonance Imaging Images Using Multiscale Feature Extraction and Attention Mechanism

Garima Pandey, and Umesh Ghanekar p. 31  abstract

PATTERN RECOGNITION AND IMAGE ANALYSIS AUTOMATED SYSTEMS, HARDWARE AND SOFTWARE

Training 4.6-Bit Convolutional Neural Networks with a HardTanh Activation Function

A. V. Trusov p. 44  abstract

APPLICATION PROBLEMS

Radar Image Recognition with Simultaneous Selection of Training Subspaces

V. A. Fursov p. 65  abstract

A Fuzzy System to Detect the Degree of Severity of Dental Caries

Priti Sehgal, Roli Bansal, and Prerna Singh p. 70  abstract