Self-supervised machine learning for live cell imagery segmentation

MC Robitaille, JM Byers, JA Christodoulides… - Communications …, 2022 - nature.com
Segmenting single cells is a necessary process for extracting quantitative data from
biological microscopy imagery. The past decade has seen the advent of machine learning …

Topographical depth reveals contact guidance mechanism distinct from focal adhesion confinement

MC Robitaille, C Kim, JA Christodoulides… - …, 2024 - Wiley Online Library
Cellular response to the topography of their environment, known as contact guidance, is a
crucial aspect to many biological processes yet remains poorly understood. A prevailing …

Robust optical flow algorithm for general single cell segmentation

MC Robitaille, JM Byers, JA Christodoulides… - Plos one, 2022 - journals.plos.org
Cell segmentation is crucial to the field of cell biology, as the accurate extraction of single-
cell morphology, migration, and ultimately behavior from time-lapse live cell imagery are of …

Hs27 fibroblast response to contact guidance cues

C Kim, M Robitaille, J Christodoulides, Y Ng… - Scientific Reports, 2023 - nature.com
Contact guidance is the phenomena of how cells respond to the topography of their external
environment. The morphological and dynamic cell responses are strongly influenced by …

Cavitation Nucleation and Dynamics in Biological Systems

C Kim - 2023 - search.proquest.com
Cavitation bubbles in the human body, when subjected to rapid mechanical load, are being
increasingly considered as a possible brain injury mechanism during contact sports and …

Robust Optical Flow Algorithm for General, Label-free Cell Segmentation

MC Robitaille, JM Byers, JA Christodoulides… - bioRxiv, 2020 - biorxiv.org
Cell segmentation is crucial to the field of cell biology, as the accurate extraction of cell
morphology, migration, and ultimately behavior from time-lapse live cell imagery are of …