DeepSlice: rapid fully automatic registration of mouse brain imaging to a volumetric atlas

Author:

Carey Harry,Pegios Michael,Martin Lewis,Saleeba Chris,Turner Anita J.ORCID,Everett Nicholas A.,Bjerke Ingvild E.ORCID,Puchades Maja A.ORCID,Bjaalie Jan G.ORCID,McMullan SimonORCID

Abstract

AbstractRegistration of data to a common frame of reference is an essential step in the analysis and integration of diverse neuroscientific data. To this end, volumetric brain atlases enable histological datasets to be spatially registered and analyzed, yet accurate registration remains expertise-dependent and slow. In order to address this limitation, we have trained a neural network, DeepSlice, to register mouse brain histological images to the Allen Brain Common Coordinate Framework, retaining registration accuracy while improving speed by >1000 fold.

Funder

Department of Health | National Health and Medical Research Council

EC | Horizon 2020 Framework Programme

Norges Forskningsråd

Publisher

Springer Science and Business Media LLC

Subject

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

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