NCIS: Deep Color Gradient Maps Regression and Three-Class Pixel Classification for Enhanced Neuronal Cell Instance Segmentation in Nissl-Stained Histological Images

no code implementations • 27 Jun 2023 • Valentina Vadori, Antonella Peruffo, Jean-Marie Graïc, Livio Finos, Livio Corain, Enrico Grisan

Deep learning has proven to be more effective than other methods in medical image analysis, including the seemingly simple but challenging task of segmenting individual cells, an essential step for many biological studies.

Instance Segmentation Segmentation +1

MR-NOM: Multi-scale Resolution of Neuronal cells in Nissl-stained histological slices via deliberate Over-segmentation and Merging

no code implementations • 14 Nov 2022 • Valentina Vadori, Jean-Marie Graïc, Livio Finos, Livio Corain, Antonella Peruffo, Enrico Grisan

In comparative neuroanatomy, the characterization of brain cytoarchitecture is critical to a better understanding of brain structure and function, as it helps to distill information on the development, evolution, and distinctive features of different populations.

Instance Segmentation Segmentation +2