Sirota Alexander Anatolievich

Publications in Math-Net.Ru

1. Regularization of the self-attention mechanism in transformer blocks and its application to image classification and restoration problems
   
   Artificial Intelligence and Decision Making, 2025, no. 2,  114–129
2. Image warping and its application for data augmentation when training deep neural networks
   
   Informatics and Automation, 23:2 (2024),  407–435
3. Algorithms for multi-frame image super-resolution under applicative noise based on deep neural networks
   
   Computer Optics, 46:1 (2022),  130–138
4. Image stegoanalysis using deep neural networks and heteroassociative integral transformations
   
   Prikl. Diskr. Mat., 2022, no. 55,  35–58
5. Multivariate mixed kernel density estimators and their application in machine learning for classification of biological objects based on spectral measurements
   
   Computer Optics, 43:4 (2019),  677–691
6. Digital watermarking method based on heteroassociative image compression and its realization with artificial neural networks
   
   Computer Optics, 42:3 (2018),  483–494
7. A fluorescence spectrum analyzer based on a fiber-optic $Y$-circulator
   
   Pisma v Zhurnal Tekhnicheskoi Fiziki, 44:14 (2018),  50–57
8. Synthetic data generation models and algorithms for training image recognition algorithms using the Viola-Jones framework
   
   Computer Optics, 40:6 (2016),  911–918
9. Generalized image compression algorithms for arbitrarily-shaped fragments and their implementation using artificial neural networks
   
   Computer Optics, 39:5 (2015),  751–761
10. Steganography algorithm for information hiding based on spatial deformation of full-color image fragments
    
    Computer Optics, 38:4 (2014),  833–842
11. Block algorithms of image processing based on Kalman filter for superresolution reconstruction
    
    Computer Optics, 38:1 (2014),  118–126