Introducing Biomedisa as an open-source online platform for biomedical image segmentation

Author:

Lösel Philipp D.ORCID,van de Kamp ThomasORCID,Jayme Alejandra,Ershov Alexey,Faragó Tomáš,Pichler Olaf,Tan Jerome Nicholas,Aadepu Narendar,Bremer Sabine,Chilingaryan Suren A.,Heethoff Michael,Kopmann AndreasORCID,Odar Janes,Schmelzle Sebastian,Zuber MarcusORCID,Wittbrodt JoachimORCID,Baumbach Tilo,Heuveline VincentORCID

Abstract

Abstract We present Biomedisa, a free and easy-to-use open-source online platform developed for semi-automatic segmentation of large volumetric images. The segmentation is based on a smart interpolation of sparsely pre-segmented slices taking into account the complete underlying image data. Biomedisa is particularly valuable when little a priori knowledge is available, e.g. for the dense annotation of the training data for a deep neural network. The platform is accessible through a web browser and requires no complex and tedious configuration of software and model parameters, thus addressing the needs of scientists without substantial computational expertise. We demonstrate that Biomedisa can drastically reduce both the time and human effort required to segment large images. It achieves a significant improvement over the conventional approach of densely pre-segmented slices with subsequent morphological interpolation as well as compared to segmentation tools that also consider the underlying image data. Biomedisa can be used for different 3D imaging modalities and various biomedical applications.

Publisher

Springer Science and Business Media LLC

Subject

General Physics and Astronomy,General Biochemistry, Genetics and Molecular Biology,General Chemistry

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