Publications by authors named "Nicusor Cosmin-Toader"
Front Neuroanat
March 2022
Article Synopsis
- The analysis of dendritic spines is crucial in neuroscience, but existing methods for segmenting spine surfaces using light microscopy images are often manual and inefficient.
- Deep learning models show promise for automating this segmentation process; however, they require extensive high-quality datasets, which are difficult to obtain due to the time-consuming nature of current segmentation methods.
- This study tested various successful deep learning architectures and implemented preprocessing and training strategies, leading to effective automatic segmentation, while a graphical user interface helps users refine results by correcting any inaccuracies.
