ItemConference Paper

Chronic Disease Diagnosis Using Multi-modal Transfer Learning Model

Title
Chronic Disease Diagnosis Using Multi-modal Transfer Learning Model
Creator
Guha, Debanksh; Avtaran, Divya Kumar; Sharma, Vandana; Mishra, Sushruta; Lenka, Rahul; Alkhayyat, Ahmed
Description
Chronic diseases are on rise in recent times and symptoms of these disorders need to be detected at an early stage. Traditional methods in handling these risks are quite resource intensive and costly with less accuracy. This paper explores transfer learning to address the challenge of limited data in diagnosing chronic diseases like chronic kidney disease, breast cancer, hepatitis, and Alzheimers. We propose a multi-modal framework utilizing pre-trained models: image recognition for medical images and natural language processing for textual data. Transfer learning aims to improve diagnostic accuracy and reduce training time, enabling development of adaptable tools for various chronic diseases. The implementation results show the performance of the model is promising generating an accuracy rate of 94%. Also the model gave a mean accuracy of 93.3% when tested with different chronic disorders. The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2025.
Source
Lecture Notes in Networks and Systems;Volume;1409 LNNS;pp.57-67
Date
01-01-2025
Publisher
Springer Science and Business Media Deutschland GmbH
Subject
Chronic disease diagnosis; Limited data; Multi-modal data; Transfer learning
Coverage
Guha D., Kalinga Institute of Industrial Technology, Bhubaneswar, India; Avtaran D.K., Kalinga Institute of Industrial Technology, Bhubaneswar, India; Sharma V., Computer Science Department, CHRIST University, Bengaluru, India; Mishra S., Kalinga Institute of Industrial Technology, Bhubaneswar, India; Lenka R., College of Technical Engineering, Islamic University, Najaf, Iraq; Alkhayyat A., College of Technical Engineering, Islamic University, Najaf, Iraq
Rights
Restricted Access; Hardcopy may be available in the library
Relation
ISSN: 23673370; ISBN: 978-981966299-9;
Format
online
Language
English
Type
Conference paper

Citation

Guha, Debanksh; Avtaran, Divya Kumar; Sharma, Vandana; Mishra, Sushruta; Lenka, Rahul; Alkhayyat, Ahmed, “Chronic Disease Diagnosis Using Multi-modal Transfer Learning Model,” CHRIST (Deemed To Be University) Institutional Repository, accessed June 20, 2026, https://archives.christuniversity.in/items/show/25587.

Output Formats