Autonomous Quality and Hallucination Assessment for Virtual Tissue Staining and Digital Pathology

arXiv:2404.18458v1 Announce Type: cross
Abstract: Histopathological staining of human tissue is essential in the diagnosis of various diseases. The recent advances in virtual tissue staining technologies using AI alleviate some of the costly and tedious steps involved in the traditional histochemical staining process, permitting multiplexed rapid staining of label-free tissue without using staining reagents, while also preserving tissue. However, potential hallucinations and artifacts in these virtually stained tissue images pose concerns, especially for the clinical utility of these approaches. Quality …

abstract advances arxiv assessment autonomous cs.cv cs.lg diagnosis digital digital pathology diseases eess.iv hallucination human pathology physics.med-ph process quality technologies type virtual