Mikhail Kulyabin
Mikhail Kulyabin, M. Sc.
Academic CV
- Since 10/2024:
Postdoctoral Researcher at Siemens AG
- 01/2023 – 10/2024:
Researcher at Pattern Recognition Lab - 10/2019 – 09/2022:
Student at Friedrich-Alexander-Universität Erlangen-Nürnberg, Computational Engineering (Master of Science) - 09/2012 – 06/2018:
Student at Bauman Moscow State Technical University, Mechanical Engineer (Engineer’s degree)
Projects
- Artificial Intelligence for Diagnosing Retinal Diseases (AI D)
AI D will establish robust and reliable tools for early diagnosis of vision disorders involving the photoreceptors as the first neurons in the visual cascade. The emphasis will be on age-related macular degeneration and inherited retinal diseases such as retinitis pigmentosa and Stargard disease. AI D’s goal is to use novel imaging and physiological techniques to gain a new and crucial understanding of the mechanisms that lead to the development of a disease. Ultrahigh-resolution retina images will be obtained and combined with physiological data on the spatial distribution of photoreceptor and post-receptoral retinal signals, and extensive data will be used for novel deep learning algorithms.
Publications
2025
Journal Articles
Remodeling the light-adapted electroretinogram using a bayesian statistical approach
In: BMC Research Notes 18 (2025), p. 33
ISSN: 1756-0500
DOI: 10.1186/s13104-025-07115-4
URL: https://link.springer.com/article/10.1186/s13104-025-07115-4
BibTeX: Download
, , , , , , , , :
2024
Journal Articles
Spectral Analysis of Light-Adapted Electroretinograms in Neurodevelopmental Disorders: Classification with Machine Learning
In: Bioengineering 12 (2024), p. 15
ISSN: 2306-5354
DOI: 10.3390/bioengineering12010015
BibTeX: Download
, , , , , , , , , , , :
Artificial intelligence for detection of retinal toxicity in chloroquine and hydroxychloroquine therapy using multifocal electroretinogram waveforms
In: Scientific Reports 14 (2024), p. 24853
ISSN: 2045-2322
DOI: 10.1038/s41598-024-76943-4
BibTeX: Download
, , , , :
Segment Anything in Optical Coherence Tomography: SAM 2 for Volumetric Segmentation of Retinal Biomarkers
In: Bioengineering (2024), p. 13
ISSN: 2306-5354
DOI: 10.3390/bioengineering11090940
BibTeX: Download
, , , , , , , :
Electroretinogram Analysis Using a Short-Time Fourier Transform and Machine Learning Techniques
In: Bioengineering 11 (2024), Article No.: 866
ISSN: 2306-5354
DOI: 10.3390/bioengineering11090866
BibTeX: Download
, , , , , , , , , :
Generating Synthetic Light-Adapted Electroretinogram Waveforms Using Artificial Intelligence to Improve Classification of Retinal Conditions in Under-Represented Populations
In: Journal of Ophthalmology (2024), Article No.: 1990419
ISSN: 2090-004X
DOI: 10.1155/2024/1990419
URL: https://onlinelibrary.wiley.com/doi/10.1155/2024/1990419
BibTeX: Download
, , , , , :
Attention to the Electroretinogram: Gated Multilayer Perceptron for ASD Classification
In: IEEE Access 12 (2024)
ISSN: 2169-3536
DOI: 10.1109/ACCESS.2024.3386638
URL: https://ieeexplore.ieee.org/abstract/document/10495056
BibTeX: Download
, , , , , :
OCTDL: Optical Coherence Tomography Dataset for Image-Based Deep Learning Methods
In: Scientific Data (2024), Article No.: 365
ISSN: 2052-4463
DOI: 10.1038/s41597-024-03182-7
URL: https://www.nature.com/articles/s41597-024-03182-7
BibTeX: Download
, , , , , , , , , , :
Investigation of the penetration ability of INP/ZnSe/ZnS 650 quantum dots into the structures of the anterior segment of the eye in an ex vivo experiment Исследование проникающей способности квантовых точек InP/ZnSe/ZnS 650 в структуры переднего сегмента глаза в эксперименте ex vivo
(2024), p. 84-96
ISSN: 2312-4970
DOI: 10.25276/0235-4160-2024-4-84-96
BibTeX: Download
, , , , , , , :
Conference Contributions
SNOBERT: A Benchmark for clinical notes entity linking in the SNOMED CT clinical terminology
27th International Conference on Pattern Recognition (Kolkata, India, December 1, 2024 - December 5, 2024)
In: Apostolos Antonacopoulos, Subhasis Chaudhuri, Rama Chellappa, Cheng-Lin Liu, Saumik Bhattacharya, Umapada Pal (ed.): Proceedings of the 27th International Conference on Pattern Recognition 2024 2024
DOI: 10.1007/978-3-031-78119-3_11
URL: https://arxiv.org/abs/2405.16115
BibTeX: Download
, , , , :
Generalist Segmentation Algorithm for Photoreceptors Analysis in Adaptive Optics Imaging
27th International Conference on Pattern Recognition (Kolkata, India, December 1, 2024 - December 5, 2024)
In: Proceedings of the 27th International Conference on Pattern Recognition 2024 2024
URL: https://arxiv.org/abs/2408.14810
BibTeX: Download
, , , , , :
2023
Journal Articles
Enhancing Electroretinogram Classification with Multi-Wavelet Analysis and Visual Transformer
In: Sensors (2023)
ISSN: 1424-8220
DOI: 10.3390/s23218727
BibTeX: Download
, , , , , :
Optimal Combination of Mother Wavelet and AI Model for Precise Classification of Pediatric Electroretinogram Signals
In: Sensors (2023)
ISSN: 1424-8220
DOI: 10.3390/s23135813
BibTeX: Download
, , , :
Conference Contributions
Comparative Analysis of Machine Learning Clustering Methods for Electroretinogram
International Conference on e-Health and Bioengineering (EHB) 2023 - 11th Edition (Bucharest, Romania, October 9, 2023 - October 10, 2023)
In: Hariton-Nicolae Costin, Ratko Magjarević, Gladiola Gabriela Petroiu (ed.): Proceedings of the 11th International Conference on E-Health and Bioengineering, EHB-2023, November 9–10, 2023, Bucharest, Romania 2023
DOI: 10.1007/978-3-031-62502-2_45
URL: https://link.springer.com/chapter/10.1007/978-3-031-62502-2_45
BibTeX: Download
, , , :
Supervised Theses
Student | Title | Type | Start/end date | Status |
---|---|---|---|---|
Raj Sinha | Machine Learning approach for hiring demand forecasting in Large Scale Organizations | MA thesis | August 24, 2024 - February 24, 2025 | running |
Keshav Jha | Segmentation of OCT Biomarkers in Retinal Diseases using Deep Learning methods | MA thesis | June 17, 2024 - December 17, 2024 | finished |
Prajol Shrestha | Automated Detection and Analysis of Photoreceptors in Retinal Imaging | MA thesis | June 10, 2024 - December 10, 2024 | finished |