Search Results for author: Alexey Kornaev

Found 3 papers, 1 papers with code

Application of Deep Learning Methods to Processing of Noisy Medical Video Data

no code implementations16 Apr 2024 Danil Afonchikov, Elena Kornaeva, Irina Makovik, Alexey Kornaev

Cells count become a challenging problem when the cells move in a continuous stream, and their boundaries are difficult for visual detection.

Decision Making

Awareness of uncertainty in classification using a multivariate model and multi-views

no code implementations16 Apr 2024 Alexey Kornaev, Elena Kornaeva, Oleg Ivanov, Ilya Pershin, Danis Alukaev

The proposed model regularizes uncertain predictions, and trains to calculate both the predictions and their uncertainty estimations.

Data Augmentation

Cross-Modal Conceptualization in Bottleneck Models

2 code implementations23 Oct 2023 Danis Alukaev, Semen Kiselev, Ilya Pershin, Bulat Ibragimov, Vladimir Ivanov, Alexey Kornaev, Ivan Titov

Concept Bottleneck Models (CBMs) assume that training examples (e. g., x-ray images) are annotated with high-level concepts (e. g., types of abnormalities), and perform classification by first predicting the concepts, followed by predicting the label relying on these concepts.

Disentanglement

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