Roche Molecular Systems, Inc.

Dako Denmark A/s

Ventana Medical Systems, Inc.

Joachim Schmid

Oluwatosin Oyeniran

Stephen Burnell

Mark M Morita

Weng Chi Lou

Michael S Barnes

Amelia E Schladow

William Evans

Rohit Jain

Leia Garrote-Gallego

Vikram Mohan

Rita Isabel Da Silva Reis

Chandana Pandrangi

Margaret Ann Peterson

Michael Pan

João Paulo Alves Mendes

Namita Deshpande

Alex Kalogrides

Dania Maria Afonso

Eduardo Ferrão Ulrich

Dominik Seeger

Joseph Perez-Rogers

Mark Verardo

Jeffery Caron

Martin Philip Gouch

Jim F Martin

Jesper Lohse

William Roland Hawes

Nidhin Murari

Fahime Sheikhzadeh

Anirudh Som

Hans Christian Pedersen

Jeff Caron

Thomas Briscoe

Faranak Aghaei

A method for using a federated learning classifier in digital pathology includes distributing, by a centralized server, a global model to a plurality of client devices. The client devices further train the global model using a plurality images of a specimen and corresponding annotations to generate at least one further trained model. The client devices provide further trained models to the centralized server, which aggregates the further trained models with the global model to generate an updated global model. The updated global model is then distributed to the plurality of client devices.

Federated learning system for training machine learning algorithms and maintaining patient privacy

An informatics platform provides an architecture to integrate information from relevant patient information systems. The informatics platform may include: a workflow tool that can be used to prepare and review information at multi-disciplinary board meetings; a visual timeline of patient events; a search engine to search for patients with specific attributes; a graphing tool that can display disparate clinical variables in a single chart; a virtual PinBoard for users to identify relevant patient information for board meetings; an image viewing application that can provide for comparison of images from different information systems; structured reporting functionality that incorporates system aggregated patient information and board recommendations; an application interface that integrates clinically relevant tools to provide patient specific references; a collaboration interface that facilitates communication of patient specific information and documents the discussion threads as independent reference points; and a default display of relevant patient information customized for each clinical specialty.

Informatics platform for integrated clinical care

Display screen or portion thereof with graphical user interface for clinical information for multidisciplinary cancer treatment planning

Display screen or portion thereof with graphical user interface for patient information for multidisciplinary cancer treatment planning

Display screen or portion thereof with graphical user interface for timeline information for multidisciplinary cancer treatment planning

Display screen or portion thereof with graphical user interface for similar patient information for multidisciplinary cancer treatment planning

Display screen or portion thereof with graphical user interface for literature search information for multidisciplinary cancer treatment planning

Image scanning apparatus and method of operating an image scanning apparatus, the image scanning apparatus including a line scan detector and being configured to image a surface of an object mounted in the image scanning apparatus in a plurality of swathes, wherein each swathe is formed by a group of scan lines, each scan line being acquired using the scan line detector from a respective elongate region of the surface of the object extending in a scan width direction, wherein each group of scan lines is acquired whilst the object is moved relative to the scan line detector in a scan length direction.

Image scanning apparatus and methods of operating an image scanning apparatus

Disclosed are methods and systems for analyzing images of specimens processed by a programmable quantitative assay or more specifically a robust programmable quantitative dot assay, PDQA, that enable specimens to be imaged and assessed across a wide variety of conditions and applications. Specific embodiments directed to immunohistochemical applications provide more quantitative methods of imaging and assessing biological samples including tissue samples.

Methods and systems for analyzing images of specimens processed by a programmable quantitative assay

Methods and systems for image scoring and analysis are provided. Scored and analyzed images may include digital pathology images. Image scoring and analysis methods may include techniques to identify nuclei and determine membrane staining extent through the use of a priori models. Image scoring and analysis methods may include techniques for membrane intensity determination. Images may be scored based on an extent of membrane staining and membrane intensity.

Method and apparatus for image scoring and analysis

Growing community of inventors

Santa Barbara, CA, United States of America

Joachim Schmid