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343731

AI-Driven Medical Imaging Platform: Advancements in Image Analysis and Healthcare Diagnosis

Article

Last updated: 27 Dec 2024

Subjects

-

Tags

Artificial Intelligence

Abstract

In the realm of healthcare, the integration of artificial intelligence (AI) has revolutionized medical imaging analysis [1, 2, 3]. This research paper presents a comprehensive medical imaging platform powered by artificial intelligence (AI) techniques for automated image analysis. The platform incorporates specialized AI models for image classification using ResNet50 [4], object detection using YOLOv5l [7] and segmentation using Res50-U-Net [10]. The automated pipeline seamlessly categorizes incoming medical images, directing them to appropriate analysis modules - MRI and X-ray images trigger object detection to identify abnormalities; MRI brain images undergo additional tumor segmentation. Through three pivotal phases focused on classification, detection and segmentation, this research demonstrates an effective framework to harness AI for enhanced efficiency and precision in medical image evaluation, paving the pathway towards improved clinical diagnostics and patient care. The platform's automated workflow for progressive image analysis sets it apart from existing systems. Outcomes indicate AI's immense potential to transform medical imaging, assisting clinicians through actionable insights while mitigating subjectivity and variability in manual evaluation.

DOI

10.21608/asc.2024.248278.1018

Keywords

AI, Medical Imaging, Healthcare Diagnosis

Authors

First Name

Waleed

Last Name

Salah Eldin

MiddleName

-

Affiliation

Research engineer, DigiBrain4, USA.

Email

-

City

-

Orcid

-

First Name

Ahmed

Last Name

Kaboudan

MiddleName

-

Affiliation

CRO, DigiBrain4, USA, visiting professor Shorouk Academy, EG.

Email

abc123xyz2012-2023@yahoo.com

City

-

Orcid

-

Volume

14

Article Issue

1

Related Issue

44439

Issue Date

2023-06-01

Receive Date

2023-11-12

Publish Date

2023-06-01

Print ISSN

1687-8515

Online ISSN

2682-3578

Link

https://asc.journals.ekb.eg/article_343731.html

Detail API

https://asc.journals.ekb.eg/service?article_code=343731

Order

7

Type

Original Article

Type Code

1,549

Publication Type

Journal

Publication Title

Journal of the ACS Advances in Computer Science

Publication Link

https://asc.journals.ekb.eg/

MainTitle

AI-Driven Medical Imaging Platform: Advancements in Image Analysis and Healthcare Diagnosis

Details

Type

Article

Created At

27 Dec 2024