A MULTI-MODAL AI SYSTEM FOR AUTOMATED DETECTION OF PNEUMONIA, SKIN DISEASES, AND BONE FRACTURES

This paper presents a multi-modal AI-driven solution designed to aid healthcare professionals in diagnosing pneumonia, skin diseases, and bone fractures.Leveraging deep learning techniques, the system utilizes three distinct YOLOv8 models for image segmentation, classification, and object detection.The integration of large language models (LLMs) such as Google Gemini enhances diagnostic accuracy.The system includes two workflows: new diagnosis and second opinion, allowing patients and medical ex-perts to upload images and obtain refined results.Combining advanced AI, secure cloud storage, and an intuitive front end, the solution significantly improves diagnostic speed and accuracy.

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Publication Details

Published
2024-11-30
DOI
https://doi.org/10.71058/jodac.v8i11010
Primary Topic
COVID-19 diagnosis using AI
Type
article
Field-Weighted Citation Impact
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article

A MULTI-MODAL AI SYSTEM FOR AUTOMATED DETECTION OF PNEUMONIA, SKIN DISEASES, AND BONE FRACTURES

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COVID-19 diagnosis using AI
article

A MULTI-MODAL AI SYSTEM FOR AUTOMATED DETECTION OF PNEUMONIA, SKIN DISEASES, AND BONE FRACTURES

Archana Sarkar, Aakash Walavalkar, Jay Ajmera, Kallind Soni, wati Vaishnav, Atharva Rode
article en

Abstract

This paper presents a multi-modal AI-driven solution designed to aid healthcare professionals in diagnosing pneumonia, skin diseases, and bone fractures.Leveraging deep learning techniques, the system utilizes three distinct YOLOv8 models for image segmentation, classification, and object detection.The integration of large language models (LLMs) such as Google Gemini enhances diagnostic accuracy.The system includes two workflows: new diagnosis and second opinion, allowing patients and medical ex-perts to upload images and obtain refined results.Combining advanced AI, secure cloud storage, and an intuitive front end, the solution significantly improves diagnostic speed and accuracy.

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COVID-19 diagnosis using AI
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