Research Topic

Computational Pathology

  • Submission closed.

About this Research Topic

The huge amount of information and data available in histopathology images, and the ease of their digitization has rapidly advanced the field of computational pathology. The effectiveness of computational pathology, coupled with the impressive advances that the fields of deep learning and computer vision ...

The huge amount of information and data available in histopathology images, and the ease of their digitization has rapidly advanced the field of computational pathology. The effectiveness of computational pathology, coupled with the impressive advances that the fields of deep learning and computer vision have made in recent years, make for the perfect combination to revolutionize established workflows in research and clinic.

The goal of this Research Topic is to publish the latest research advances and bring together scientific researchers, medical experts and industry partners working in the field of computational pathology for clinical outcome analysis. We welcome papers that cover a wide spectrum of image analysis techniques for semi- or fully automated analysis of computational histopathology images. Topics will include (but are not limited to) machine learning methods and deep learning with their applications to:

● Image analysis of anatomical structures/functions and lesions
● Deep Learning for Computational Pathology
● Domain adaptation and transfer learning
● Computer-aided detection/diagnosis
● Image segmentation
● Stain normalization/standardization
● Multi-modality fusion for analysis, diagnosis, and intervention;
● Medical image reconstruction;
● Medical image retrieval;
● Molecular/pathologic/cellular image analysis;
● Dynamic, functional, and physiologic imaging.
● Detection of predictive and prognostic tissue biomarkers
● Whole-slide image analysis
● Registration of whole-slide images
● Immunohistochemistry scoring
● Multiplexed staining
● Unlabeled multiplexing
● Crowdsourcing for machine learning applications
● Applications of computational pathology in the clinic


Important Note: All contributions to this Research Topic must be within the scope of the section and journal to which they are submitted, as defined in their mission statements. Frontiers reserves the right to guide an out-of-scope manuscript to a more suitable section or journal at any stage of peer review.

Recent Articles

Loading..

About Frontiers Research Topics

With their unique mixes of varied contributions from Original Research to Review Articles, Research Topics unify the most influential researchers, the latest key findings and historical advances in a hot research area! Find out more on how to host your own Frontiers Research Topic or contribute to one as an author.

Topic Editors

Loading..

Submission Deadlines

Submission closed.

Participating Journals

Loading..

Topic Editors

Loading..

Submission Deadlines

Submission closed.

Participating Journals

Loading..
Loading..

total views article views article downloads topic views

}
 
Top countries
Top referring sites
Loading..

Comments

Loading..

Add a comment

Add comment
Back to top