MobileNet architecture -Based Pill Detection System for Accurate Drug Identification in Healthcare

Nonika Nissy.Kariketi; Mr. Suresh Tiruvalluru

MobileNet architecture -Based Pill Detection System for Accurate Drug Identification in Healthcare

Authors: Nonika Nissy.Kariketi, Mr. Suresh Tiruvalluru

Unique Paper ID: 177413
Volume: 11
Issue: 12
PageNo: 544-548

Keywords: Medication Identification Pill Detection MobileNet Architecture Drug Safety Healthcare Automation.

Abstract:
Accurate pill identification is vital for patient safety, especially in environments like hospitals, pharmacies, and eldercare, where medication errors can be life-threatening. Manual verification methods are prone to error, particularly with visually similar pills. This paper presents a lightweight, efficient, and accurate pill detection and classification system using the MobileNet architecture, optimized for deployment on mobile and edge devices. Leveraging transfer learning and a curated pill image dataset, the system is capable of identifying pills based on shape, color, imprint, and size. Experimental results show that the MobileNet-based model achieves high classification accuracy with minimal latency, making it ideal for real-time, on-device healthcare applications. The system improves drug safety and supports healthcare professionals in minimizing medication errors.

Download article

email to a friend

Cite This Article

ISSN: 2349-6002
Volume: 11
Issue: 12
PageNo: 544-548

MobileNet architecture -Based Pill Detection System for Accurate Drug Identification in Healthcare

Available:https://ijirt.org/Article?manuscript=177413

30 Apr, 2025

Predicting Cardiac Arrest Early: A Deep Learning Approach with Statistical Models

30 Apr, 2025

ANDROID AUTOMATED MALWARE DETECTION BASED ON INFROMATION SECURITY

30 Apr, 2025

Brain Tumor Detection using transfer learning: A Breakthrough in Medical Imaging

30 Apr, 2025

House Price Prediction Simplified: Deep Learning in Real Estate Analytics

30 Apr, 2025

Tree Structure for Primitive Solutions of the Diophantine Equation px2 +y2- z2 = 0, p is a positive square-free integer

30 Apr, 2025

A New Approach To Generate Set Of Prime Numbers with Using Non-Overlapping and Non-Empty Sets

30 Apr, 2025

A New Approach to Generate Trees of Primitive Solutions of Diophantine Equation x2 +dy2- z2 = 0 With Using A general interval decomposition where d is a positive square free integer

30 Apr, 2025

Quantum Federated Learning Approach for Brain Tumor Classification using MRI images

30 Apr, 2025

Optimized Hybrid Voting-Based Machine Learning Framework for Securing Wireless Sensor Networks Against DDoS Attacks

Impact Factor
8.01 (Year 2024)

UGC Approved
Journal no 47859

Join Our IPN

IJIRT Partner Network

Submit your research paper and those of your network (friends, colleagues, or peers) through your IPN account, and receive 800 INR for each paper that gets published.

Join Now

Latest Publication

Recent Conferences

NCSEM 2024

National Conference on Sustainable Engineering and Management - 2024 Last Date: 15th March 2024

Submit inquiry