ru
ru
Source
Computer Optics
DATE OF PUBLICATION
07/04/2023
Authors
Share

Joint analysis of radiological reports and CT images for automatic validation of pathological brain conditions

Deep learning, Computed tomography, Computer-aided diagnosis, Pattern recognition, Natural language processing

Abstract

We consider a problem of validation of radiological medical reports and computed tomography images for an automated analysis of brain structures. Two methods for solving the problem are proposed: a method based on the ruCLIP multimodal model, and a method based on the joint use of two separate classifiers – for a text report and for a brain CT image. We discuss methods evaluation and the obtained results. The proposed approaches make it possible to correctly classify 99.6% of radiological reports from a test sampling into 15 possible diagnoses.

Full text

Similar publications

IEEE Access
ImproveYourVideos: Architectural Improvements for Text-to-Video Generation Pipeline
Vladimir Akhripkin, Zein Shaheen, Viacheslav Vasilev, Elizaveta Dakhova, Konstantin Sobolev, , Denis Dimitrov
SOURCE
ACL / GenBench
OmniGen: A Multimodal Benchmark for Generalization Across Text, Visual, and Audio Modalities
Anton Razzhigaev, Maxim Kurkin, Elizaveta Goncharova, Irina Abdullaeva, Anastasia Lysenko, Alexander Panchenko, , Denis Dimitrov
SOURCE
EMNLP
Kandinsky 3: Text-to-Image Synthesis for Multifunctional Generative Framework
Vladimir Akhripkin, Viacheslav Vasilev, Andrei Filatov, Igor Pavlov, Julia Agafonova, Nikolai Gerasimenko, Anna Averchenkova, Evelina Mironova, Anton Bukashkin , Konstantin Kulikov, , Denis Dimitrov
SOURCE
CLEF
Overview of PAN 2024: Multi-author Writing Style Analysis, Multilingual Text Detoxification, Oppositional Thinking Analysis, and Generative AI Authorship Verification Condensed Lab Overview
Abinew Ali Ayele, Nikolay Babakov, Janek Bevendorff, Xavier Bonet Casals, Berta Chulvi, Daryna Dementieva, Ashaf Elnagar, Dayne Freitag, Maik Fröbe, Damir Korenčić, Maximilian Mayerl, Daniil Moskovskiy, Animesh Mukherjee, Alexander Panchenko, Martin Potthast, Francisco Rangel, Naquee Rizwan, Paolo Rosso, Florian Schneider, Alisa Smirnova, Efstathios Stamatatos, Elisei Stakovskii, Benno Stein, Mariona Taulé, Dmitry Ustalov, Xintong Wang, Matti Wiegmann, Seid Muhie Yimam, Eva Zangerle
SOURCE
ACL / TextGraphs
Prompt Me One More Time: A Two-Step Knowledge Extraction Pipeline with Ontology-Based Verification
Alla Chepurova, Yuri Kuratov, Aydar Bulatov, Mikhail Burtsev
SOURCE
ACL
Your Transformer is Secretly Linear
Anton Razzhigaev, Matvey Mikhalchuk, Elizaveta Goncharova, Nikolai Gerasimenko, Ivan Oseledets, Denis Dimitrov,
SOURCE
Biomedical Signal Processing and Control
Negligible effect of brain MRI data preprocessing for tumor segmentation
Ekaterina Kondratyeva , Polina Druzhinina, Alexandra Dalechina, Svetlana Zolotova, Andrey Golanov, Boris Shirokikh, Mikhail Belyaev, Anvar Kurmukov
SOURCE
Contact us
Join AIRI
You can ask us a question or suggest a joint project in the field of AI

Message sent.

Thank you!

Something went wrong. Try again