A morphological post-processing approach for overlapped segmentation of bacterial cell images

D Abeyrathna, S Rauniyar, RK Sani… - Machine Learning and …, 2022 - mdpi.com
Scanning electron microscopy (SEM) techniques have been extensively performed to image
and study bacterial cells with high-resolution images. Bacterial image segmentation in SEM …

Semantic image segmentation using scant pixel annotations

AD Chakravarthy, D Abeyrathna… - Machine Learning and …, 2022 - mdpi.com
The success of deep networks for the semantic segmentation of images is limited by the
availability of annotated training data. The manual annotation of images for segmentation is …

Super resolution-based methodology for self-supervised segmentation of microscopy images

V Bommanapally, D Abeyrathna, P Chundi… - Frontiers in …, 2024 - frontiersin.org
Data-driven Artificial Intelligence (AI)/Machine learning (ML) image analysis approaches
have gained a lot of momentum in analyzing microscopy images in bioengineering …

Machine Learning-Assisted Optical Detection of Multilayer Hexagonal Boron Nitride for Enhanced Characterization and Analysis

MHU Rahman, V Bommanapally… - 2023 IEEE …, 2023 - ieeexplore.ieee.org
Biofilms are ubiquitous in aqueous environments, exerting significant influence on diverse
surfaces, including metals prone to microbiologically influenced corrosion (MIC). This …

Bacterial Image Segmentation through Deep Learning Approach

E Shakya, PC Huang - Machine Learning in 2D Materials Science, 2023 - taylorfrancis.com
For decades, advances in volume scanning electron microscopy (SEM) have contributed
significantly to increasing large, high-resolution three-dimensional (3D) images, and deep …

Self-Supervised Scribble-based Segmentation of Single Cells in Biofilms

V Bommanapally, M Subramaniam… - 2023 IEEE …, 2023 - ieeexplore.ieee.org
Supervised deep learning techniques have demonstrated remarkable performance in
segmentation tasks in various domains including medical, biomaterial, and bioengineering …

Classification of the most common conditionally pathogenic microorganisms on SEM images with YOLO model

VN Gridin, IA Novikov, BR Salem… - 2023 IX International …, 2023 - ieeexplore.ieee.org
A relevant and highly demanded modern medicine problem in many of its areas is the timely
detection and recognition of pathogenic microorganisms and microbial communities in the …