A methodology has been developed for optimizing the identification, recognition, and classification of micro-objects using redundant image information structures - histological, morphological, fractal, correlation, and spectral characteristics. The following mechanisms are implemented: transformations, scaling, reconstruction of images of selection and segmentation of the contour; selection of control points on the contour, setting the values of variables, taking into account their statistical relationships, the dynamics of change; shift, rotation, deformation of a sequence of segments. Researched neural network architectures: 19-13-12; 30-40-12; 40-15-12; 35-15-12; 25-12-12 with learning algorithms for the neural network based on the Levenberg-Marquardt method. A software package for visualization, recognition, and classification of images of micro-objects is implemented, based on the use of mechanisms for extracting correlation and spectral characteristics, a model for adapting correlation windows, optimization, and modified training of a multilayer neural network.
| Mualliflar | I. Jumanov, R. Safarov, O. Djumanov |
|---|---|
| Jurnal | Samarqand davlat universiteti ilmiy tadqiqotlar axborotnomasi |
| Nashriyot | Самарқанд давлат университети |
| ISSN | 2091-5446, 2181-1296 |
| Nashr sanasi | 2026-07-01 |
| Jild | 1 |
| Son | 3 |
| Betlar | 102-110 |
| Til | Ingliz |
| Ilmiy soha | Texnika |
| DOI | 10.59251/2181-3973.2025.v1.138.1.3950 |
| Indeksga qo‘shilgan | 2026-09-02 |
DOI: 10.59251/2181-3973.2025.v1.138.1.3950 · Maqolaning asl sahifasi
| APA | I. Jumanov, R. Safarov, & O. Djumanov (2026). ADAPTIVE FILTERING AND GRADIENT OPTIMIZATION MECHANISMS FOR ACCURATE IDENTIFICATION OF MICRO-OBJECT IMAGES. Samarqand davlat universiteti ilmiy tadqiqotlar axborotnomasi, 1(3), 102-110. https://doi.org/10.59251/2181-3973.2025.v1.138.1.3950 |
|---|---|
| GOST (OAK) | I. Jumanov, R. Safarov, O. Djumanov ADAPTIVE FILTERING AND GRADIENT OPTIMIZATION MECHANISMS FOR ACCURATE IDENTIFICATION OF MICRO-OBJECT IMAGES // Samarqand davlat universiteti ilmiy tadqiqotlar axborotnomasi. – 2026. – T. 1, № 3. – P. 102-110. – DOI: 10.59251/2181-3973.2025.v1.138.1.3950. |
| MLA | I. Jumanov, R. Safarov, and O. Djumanov. “ADAPTIVE FILTERING AND GRADIENT OPTIMIZATION MECHANISMS FOR ACCURATE IDENTIFICATION OF MICRO-OBJECT IMAGES.” Samarqand davlat universiteti ilmiy tadqiqotlar axborotnomasi, 1(3), 102-110, 2026. https://doi.org/10.59251/2181-3973.2025.v1.138.1.3950 |
| Chicago | I. Jumanov, R. Safarov, and O. Djumanov. “ADAPTIVE FILTERING AND GRADIENT OPTIMIZATION MECHANISMS FOR ACCURATE IDENTIFICATION OF MICRO-OBJECT IMAGES.” Samarqand davlat universiteti ilmiy tadqiqotlar axborotnomasi, 1(3), 102-110 (2026). https://doi.org/10.59251/2181-3973.2025.v1.138.1.3950 |
| Harvard | I. Jumanov, R. Safarov, and O. Djumanov (2026) ‘ADAPTIVE FILTERING AND GRADIENT OPTIMIZATION MECHANISMS FOR ACCURATE IDENTIFICATION OF MICRO-OBJECT IMAGES’, Samarqand davlat universiteti ilmiy tadqiqotlar axborotnomasi, 1(3), 102-110. https://doi.org/10.59251/2181-3973.2025.v1.138.1.3950 |
| BibTeX | @article{ijumanov2026,
title = {ADAPTIVE FILTERING AND GRADIENT OPTIMIZATION MECHANISMS FOR ACCURATE IDENTIFICATION OF MICRO-OBJECT IMAGES},
author = {I. Jumanov and R. Safarov and O. Djumanov},
journal = {Samarqand davlat universiteti ilmiy tadqiqotlar axborotnomasi},
year = {2026},
volume = {1},
number = {3},
pages = {102-110},
doi = {10.59251/2181-3973.2025.v1.138.1.3950},
url = {https://doi.org/10.59251/2181-3973.2025.v1.138.1.3950}
} |
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