Appearance Normalization of Histology Slides
نویسندگان
چکیده
This paper presents a method for automatic color and intensity normalization of digitized histology slides stained with two different agents. In comparison to previous approaches, prior information on the stain vectors is used in the estimation process, resulting in improved stability of the estimates. Due to the prevalence of hematoxylin and eosin staining for histology slides, the proposed method has significant practical utility. In particular, it can be used as a first step to standardize appearances across slides, that is very effective at countering effects due to differing stain amounts and protocols, and to slide fading. The approach is validated using synthetic experiments and 13 real datasets.
منابع مشابه
Image Change Detection using Discrete Fractional Fourier Transform along with Intensity Normalization and Thresholding
This research paper describes an image change detection method based upon the Discrete Fractional Fourier transform (DFrFT) along with intensity normalization and thresholding. DFrFT is used as it provides extra degree of freedom to detect accurate changed regions. The use of intensity normalization and thresholding ensure that change is based on appearance or disappearance of objects only, wit...
متن کاملShifting gears higher - digital slides in graduate education - 4 years experience at Semmelweis University
BACKGROUND The spreading of whole slide imaging or digital slide systems in pathology as an innovative technique seems to be unstoppable. Successful introduction of digital slides in education has played a crucial role to reach this level of acceptance. Practically speaking there is no university institute where digital materials are not built into pathology education. At the 1st. Department of...
متن کاملAutoimmune hepatitis
Autoimmune hepatitis is (AIH) is a chronic hepatitis that occurs in children and adults of all ages. It is characterized by immunologic and autoimmune features, including circulating auto antibodies and high serum globulin concentrations. It was first described in the 1950s by term of chronic active hepatitis. It has 2 types with different auto antibodies. Diagnosis is based upon serologic and ...
متن کاملA hardware approach for histological and histopathological digital image stain normalization.
Advances in technology made the migration of pathological diagnosis to digital slides possible. As the need for objectivity and automation emerged, new computer software algorithms were proposed. Computer algorithms demand accurate color and intensity values in order to provide reliable results. The tissue samples undergo several processing steps from histological preparation to digitalization,...
متن کاملUse of poly-l-lysine-coated slides in clinical bronchoalveolar lavage fluid samples.
OBJECTIVE Polylysine coating of microscope slides provides superior cell adhesion. We compared poly-l-lysine-coated (PLC) slides to conventional slides in cytocentrifuged bronchoalveolar lavage (BAL) fluid samples. STUDY DESIGN Twenty BAL fluid samples with representative numbers of alveolar macrophages, lymphocytes and polymorphonuclear neutrophils were cytocentrifuged on uncoated slides and...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید
ثبت ناماگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید
ورودعنوان ژورنال:
- Machine learning in medical imaging. MLMI
دوره 6357 شماره
صفحات -
تاریخ انتشار 2010