Machine learning algorithms in microbial classification: a comparative analysis

Y Wu, SA Gadsden - Frontiers in Artificial Intelligence, 2023 - frontiersin.org
This research paper presents an overview of contemporary machine learning
methodologies and their utilization in the domain of healthcare and the prevention of …

Deep ensemble approach for pathogen classification in large-scale images using patch-based training and hyper-parameter optimization

F Ahmad, MUG Khan, A Tahir, F Masud - BMC bioinformatics, 2023 - Springer
Pathogenic bacteria present a major threat to human health, causing various infections and
illnesses, and in some cases, even death. The accurate identification of these bacteria is …

[HTML][HTML] Automated bacteria genera classification using histogram-oriented optimized capsule network

JP Chaudhari, H Mewada, AV Patel… - Engineering Science and …, 2023 - Elsevier
Identifying the nature and type of bacteria is essential in diagnosing various fatal diseases
and their treatments. Biologists classify bacteria using morphological characterization from …

[PDF][PDF] Deep Learning-Based Automated Approach for Classifying Bacterial Images.

AJ Abougarair, AA Oun, SI Sawan… - International Journal of …, 2024 - researchgate.net
Deep Learning-Based Automated Approach for Classifying Bacterial Images Page 1 IJRCS
International Journal of Robotics and Control Systems Vol. 4, No. 2, 2024, pp. 849-876 …

Automatic identification of single bacterial colonies using deep and transfer learning

SA Nagro, MA Kutbi, WM Eid, EJ Alyamani… - IEEE …, 2022 - ieeexplore.ieee.org
Bacterial classification is a vital step in medical diagnosis. This procedure normally has
several stages. An early stage involves inspecting the morphology of the bacterial colonies …

Small-scale depthwise separable convolutional neural networks for bacteria classification

DT Mai, K Ishibashi - Electronics, 2021 - mdpi.com
Bacterial recognition and classification play a vital role in diagnosing disease by
determining the presence of large bacteria in the specimens and the symptoms. Artificial …

Microbial Colony Detection Based on Deep Learning

F Yang, Y Zhong, H Yang, Y Wan, Z Hu, S Peng - Applied Sciences, 2023 - mdpi.com
In clinical drug sensitivity experiments, it is necessary to plate culture pathogenic bacteria
and pick suitable colonies for bacterial solution preparation, which is a process that is …

Deep learning approach for classifying bacteria types using morphology of bacterial colony

M Amano, DT Mai, G Sun, TN Vu… - 2022 44th Annual …, 2022 - ieeexplore.ieee.org
The significant bottlenecks in determining bacterial species are much more time-consuming
and the biology specialist's long-term experience requirements. Specifically, it takes more …

Identifying bacteria species on microscopic polyculture images using deep learning

A Borowa, D Rymarczyk, D Ochońska… - IEEE Journal of …, 2022 - ieeexplore.ieee.org
Preliminary microbiological diagnosis usually relies on microscopic examination and, due to
the routine culture and bacteriological examination, lasts up to 11 days. Hence, many deep …

Microscopic Bacterial Classification Using Deep Learning Based on Augmented Reality Architecture

SA Nagro, MM Alansari, BK Sendy… - … on Computing and …, 2023 - ieeexplore.ieee.org
Based on colony morphology, scientists have classified the bacterial colony by visual
screening. This process requires trained scientists as beginners may make mistakes …