Adaptive example selection for prototype based explainable mitosis detection in digital pathology [PDF]
Understanding the decision-making process of black-box neural networks is crucial for safe use of AI in high-stakes medical tasks such as histopathology.
Mita Banik +4 more
doaj +2 more sources
Context: According to Nottingham grading system, mitosis count plays a critical role in cancer diagnosis and grading. Manual counting of mitosis is tedious and subject to considerable inter- and intra-reader variations.
Humayun Irshad
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Automated mitosis detection using texture, SIFT features and HMAX biologically inspired approach [PDF]
Context: According to Nottingham grading system, mitosis count in breast cancer histopathology is one of three components required for cancer grading and prognosis. Manual counting of mitosis is tedious and subject to considerable inter- and intra-reader
Humayun Irshad +6 more
doaj +2 more sources
Mitosis detection using generic features and an ensemble of cascade adaboosts
Context: Mitosis count is one of the factors that pathologists use to assess the risk of metastasis and survival of the patients, which are affected by the breast cancer. Aims: We investigate an application of a set of generic features and an ensemble of
F Boray Tek
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Cross-Scale Hypergraph Neural Networks with Inter–Intra Constraints for Mitosis Detection [PDF]
Mitotic figures in tumor tissues are an important criterion for diagnosing malignant lesions, and physicians often search for the presence of mitosis in whole slide imaging (WSI).
Jincheng Li +6 more
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Mitosis detection in breast cancer histological images An ICPR 2012 contest [PDF]
Introduction: In the framework of the Cognitive Microscope (MICO) project, we have set up a contest about mitosis detection in images of H and E stained slides of breast cancer for the conference ICPR 2012. Mitotic count is an important parameter for the
Ludovic Roux +9 more
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How Cells Handle DNA Breaks during Mitosis: Detection, Signaling, Repair, and Fate Choice [PDF]
Mitosis is controlled by a complex series of signaling pathways but mitotic control following DNA damage remains poorly understood. Effective DNA damage sensing and repair is integral to survival but is largely thought to occur primarily in interphase ...
Ruth Thompson +2 more
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Mi-DETR: For Mitosis Detection From Breast Histopathology Images an Improved DETR
In histopathological image analysis, the detection and count of mitotic cells are important biomarkers for determining the degree and aggressiveness of cancer prognosis.
Fatma Betul Kara Ardac, Pakize Erdogmus
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A Multi-Classifier System for Automatic Mitosis Detection in Breast Histopathology Images Using Deep Belief Networks [PDF]
Mitotic count is an important diagnostic factor in breast cancer grading and prognosis. Detection of mitosis in breast histopathology images is very challenging mainly due to diffused intensities along object boundary and shape variation in different ...
K. Sabeena Beevi +2 more
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A Novel CAD System for Mitosis detection Using Histopathology Slide Images [PDF]
Histopathology slides are one of the most applicable resources for pathology studies. As observation of these kinds of slides even by skillful pathologists is a tedious and time-consuming activity, computerizing this procedure aids the experts to have ...
Ashkan Tashk +3 more
doaj +2 more sources

