From WSI-level to Patch-level: Structure Prior Guided Binuclear Cell Fine-grained Detection. (arXiv:2208.12623v1 [cs.CV])

Accurately and quickly binuclear cell (BC) detection plays a significant role
in predicting the risk of leukemia and other malignant tumors. However, manual
microscopy counting is time-consuming and lacks objectivity. Moreover, with the
limitation of staining quality and diversity of morphology features in BC
microscopy whole slide images (WSIs), traditional image processing approaches
are helpless. To overcome this challenge, we propose a two-stage detection
method inspired by the structure prior of BC based on deep learning, which
cascades to implement …

arxiv cv detection prior