Multi-tissue and multi-scale approach for nuclei segmentation in H&E stained images.

Published in: Biomedical engineering online (2018)

To the best of our knowledge, MANA is the first fully automated multi-scale and multi-tissue algorithm for nuclei detection. Overall, the robustness and versatility of MANA allowed to achieve, on different organs and magnifications, performances in line or better than those of state-of-art algorithms optimized for single tissues.

Keyphrases

deep learning
machine learning
convolutional neural network
healthcare
gene expression
high throughput
hiv infected
antiretroviral therapy
single cell