Pill detection model for medicine inspection based on deep learning

HJ Kwon, HG Kim, SH Lee - Chemosensors, 2021 - mdpi.com
This paper proposes a deep learning algorithm that can improve pill identification
performance using limited training data. In general, when individual pills are detected in …

Detection and Identification of Pills using Machine Learning Models

S Akshaya, AC Uthaman… - 2023 2nd International …, 2023 - ieeexplore.ieee.org
Pill color, pill size and shape are few important characteristics for automatic pill detection.
However, the environmental factors may cause an effect such that a change is produced in …

Nursing home staff's experiences with the implementation of an automated blister packaging system for solid, orally ingestible drugs: a qualitative study in Northern …

W Tappeiner, H Wieser, R Obkircher, J Pigneter… - BMJ open, 2024 - bmjopen.bmj.com
Objectives To explore nursing home (NH) staff's experiences implementing an automated
blister packaging system for solid, orally ingestible drugs. Design This was a descriptive …

Shape Recognition Using Unconstrained Pill Images Based on Deep Convolution Network

U Suksawatchon, S Srikamdee… - 2022 6th …, 2022 - ieeexplore.ieee.org
The correctness of pill identification and inspection based on visual appearance is a very
important issue. The shape of the pill is the most popular visual feature. To locate an …

Deep Learning and Detection Technique with Least Image‐Capturing for Multiple Pill Dispensing Inspection

HJ Kwon, HG Kim, SW Jung, SH Lee - Journal of Sensors, 2022 - Wiley Online Library
In this study, we propose a method to effectively increase the performance of small‐object
detection using limited training data. We aimed at detecting multiple objects in an image …

Innovation in hospital pharmacy: Modeling the installation of automated dispensing systems based on an oncology hospital experience transfer

S El Baraka, A Cherif Chefchaouni… - Journal of Oncology …, 2024 - journals.sagepub.com
Objective This study explores automated dispensing systems (ADS) implementation in
hospitals, focusing on experience transfer between the National Institute of Oncology of …

[PDF][PDF] Lääkehoitoprosessin toiminnallisten muutosten yhteyslääkitysturvallisuuteen

H Bollström - 2022 - erepo.uef.fi
Lääkehoidon turvallisuus on keskeinen kehittämiskohde terveydenhuollossa. Sen
parantamiseksi on kehitetty monia interventioita, mutta niiden vaikutusten tutkiminen on …

User experiences of automated dispensing cabinets in hospital wards: recommendations for improved workflows and patient safety

J Korhonen, J Viitanen, H Ahtiainen… - Finnish Journal of …, 2024 - research.aalto.fi
Medical treatment in hospitals is a complex process in which errors can lead to patient harm
and adverse events and additional costs to the healthcare system. In Finland, automated …

Käyttäjien kokemuksia älylääkekaapeista vuodeosastoilla: Kehitysehdotuksia työprosessien sujuvoittamiseksi ja potilasturvallisuuden parantamiseksi

J Korhonen, J Viitanen, H Ahtiainen… - Finnish Journal of …, 2024 - journal.fi
Medical treatment in hospitals is a complex process in which errors can lead to patient harm
and adverse events and additional costs to the healthcare system. In Finland, automated …

Real-time pill detection and recognition framework based on a deep learning algorithm

S Prabu - … , Opportunities, and Practices in Telehealth Technology, 2022 - igi-global.com
One of the most common pharmaceutical dosage forms is oral pills, including tablets and
capsules. Oral drugs are fairly stable and simple to deliver compared to other dose forms …