…
comment: The repository administrator has not yet configured an RDF license.
primary topic: Decentralized Infrastructure for Medical Image Analysis - The Development and Establishment of Kaapana as an Open Framework for Imaging Platforms in Clinical Environments

Decentralized Infrastructure for Medical Image Analysis - The Development and Establishment of Kaapana as an Open Framework for Imaging Platforms in Clinical Environments
type: Article
abstract: The emergence of new data- and algorithm-driven analysis methods is revolutionizing many areas of research and enabling solutions to problems that were previously considered intractable. But does this also apply to medicine? Improving diagnosis, fine characterization of patients for personalized medicine, monitoring disease progression and its prognosis, or predicting the outcomes of various therapies are just some of the areas that could potentially benefit from such new analysis techniques based on Deep Learning, which has enabled major advances in computer vision and related fields. Such algorithms now enable machines to better understand and interpret visual image data, which on the one hand offers promising perspectives for medical image processing, but on the other hand also poses challenges. As such, large amounts of annotated data are needed to prevent overfitting and to generate robust, generalizing and reliable models. Multicenter imaging studies could greatly improve the availability of such data and also enhance heterogeneity by obtaining training data from various sites. However, sharing data across multiple sites has proven to be difficult due to the high level of data protection associated with medical records and technical challenges such as interoperability. Consequently, this thesis attempts to avoid the necessity of data exchange by following a different approach: "Let’s share the algorithms, not the data!" The objective and central research question here is whether it is possible to shift the evaluation and training of modern image analysis methods to the clinical data owners and how this can be accomplished. Although this approach helps to circumvent the data export and the associated data protection challenges, the participating partners must still be enabled to execute the algorithms from a technical and or- ganizational perspective. For this purpose, this dissertation investigated concepts, the development and establishment of a decentralized…
date: 2023
author list: authors
type: EPrint
type: DoctoralThesisEPrint
is part of: repository
has document: Decentralized Infrastructure for Medical Image Analysis - The Development and Establishment of Kaapana as an Open Framework for Imaging Platforms in Clinical Environments (PDF)
has document: Decentralized Infrastructure for Medical Image Analysis - The Development and Establishment of Kaapana as an Open Framework for Imaging Platforms in Clinical Environments (Other)
subject: 004 Informatik
subject: 600 Technik, Medizin, angewandte Wissenschaften
subject: 610 Medizin

Decentralized Infrastructure for Medical Image Analysis - The Development and Establishment of Kaapana as an Open Framework for Imaging Platforms in Clinical Environments (PDF)
type: Document
has file: Jonas_Scherer_Dissertation_pdfA_1a.pdf
has part: Jonas_Scherer_Dissertation_pdfA_1a.pdf

Jonas Scherer
type: Person
given name: Jonas
family name: Scherer

Decentralized Infrastructure for Medical Image Analysis - The Development and Establishment of Kaapana as an Open Framework for Imaging Platforms in Clinical Environments (Other)
type: Document
is version of: Decentralized Infrastructure for Medical Image Analysis - The Development and Establishment of Kaapana as an Open Framework for Imaging Platforms in Clinical Environments (PDF)
is volatile version of: Decentralized Infrastructure for Medical Image Analysis - The Development and Establishment of Kaapana as an Open Framework for Imaging Platforms in Clinical Environments (PDF)
is index codes version of: Decentralized Infrastructure for Medical Image Analysis - The Development and Establishment of Kaapana as an Open Framework for Imaging Platforms in Clinical Environments (PDF)
has file: indexcodes.txt
has part: indexcodes.txt

Decentralized Infrastructure for Medical Image Analysis - The Development and Establishment of Kaapana as an Open Framework for Imaging Platforms in Clinical Environments (Other)
type: Document
is version of: Decentralized Infrastructure for Medical Image Analysis - The Development and Establishment of Kaapana as an Open Framework for Imaging Platforms in Clinical Environments (PDF)
is volatile version of: Decentralized Infrastructure for Medical Image Analysis - The Development and Establishment of Kaapana as an Open Framework for Imaging Platforms in Clinical Environments (PDF)
islightbox thumbnail version of: Decentralized Infrastructure for Medical Image Analysis - The Development and Establishment of Kaapana as an Open Framework for Imaging Platforms in Clinical Environments (PDF)
has file: lightbox.jpg
has part: lightbox.jpg

Decentralized Infrastructure for Medical Image Analysis - The Development and Establishment of Kaapana as an Open Framework for Imaging Platforms in Clinical Environments (Other)
type: Document
is version of: Decentralized Infrastructure for Medical Image Analysis - The Development and Establishment of Kaapana as an Open Framework for Imaging Platforms in Clinical Environments (PDF)
is volatile version of: Decentralized Infrastructure for Medical Image Analysis - The Development and Establishment of Kaapana as an Open Framework for Imaging Platforms in Clinical Environments (PDF)
ispreview thumbnail version of: Decentralized Infrastructure for Medical Image Analysis - The Development and Establishment of Kaapana as an Open Framework for Imaging Platforms in Clinical Environments (PDF)
has file: preview.jpg
has part: preview.jpg

Decentralized Infrastructure for Medical Image Analysis - The Development and Establishment of Kaapana as an Open Framework for Imaging Platforms in Clinical Environments (Other)
type: Document
is version of: Decentralized Infrastructure for Medical Image Analysis - The Development and Establishment of Kaapana as an Open Framework for Imaging Platforms in Clinical Environments (PDF)
is volatile version of: Decentralized Infrastructure for Medical Image Analysis - The Development and Establishment of Kaapana as an Open Framework for Imaging Platforms in Clinical Environments (PDF)
ismedium thumbnail version of: Decentralized Infrastructure for Medical Image Analysis - The Development and Establishment of Kaapana as an Open Framework for Imaging Platforms in Clinical Environments (PDF)
has file: medium.jpg
has part: medium.jpg

Decentralized Infrastructure for Medical Image Analysis - The Development and Establishment of Kaapana as an Open Framework for Imaging Platforms in Clinical Environments (Other)
type: Document
is version of: Decentralized Infrastructure for Medical Image Analysis - The Development and Establishment of Kaapana as an Open Framework for Imaging Platforms in Clinical Environments (PDF)
is volatile version of: Decentralized Infrastructure for Medical Image Analysis - The Development and Establishment of Kaapana as an Open Framework for Imaging Platforms in Clinical Environments (PDF)
issmall thumbnail version of: Decentralized Infrastructure for Medical Image Analysis - The Development and Establishment of Kaapana as an Open Framework for Imaging Platforms in Clinical Environments (PDF)
has file: small.jpg
has part: small.jpg

HTML Summary of #32015 Decentralized Infrastructure for Medical Image Analysis - The Development and Establishment of Kaapana as an Open Framework for Imaging Platforms in Clinical Environments
format: text/html
primary topic: Decentralized Infrastructure for Medical Image Analysis - The Development and Establishment of Kaapana as an Open Framework for Imaging Platforms in Clinical Environments

004 Informatik
type: Concept
preferred label: 004 Data processing Computer science @en

600 Technik, Medizin, angewandte Wissenschaften
type: Concept
preferred label: 600 Technology (Applied sciences) @en

610 Medizin
type: Concept
preferred label: 610 Medical sciences Medicine @en