Large Scale Image Segmentation with Structured Loss Based Deep Learning for Connectome Reconstruction

We present a method combining affinity prediction with region agglomeration, which improves significantly upon the state of the art of neuron segmentation from electron microscopy (EM) in accuracy and scalability. Our method consists of a 3D U-Net, trained to predict affinities between voxels, follo...

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Détails bibliographiques
Publié dans:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 41(2019), 7 vom: 26. Juli, Seite 1669-1680
Auteur principal: Funke, Jan (Auteur)
Autres auteurs: Tschopp, Fabian, Grisaitis, William, Sheridan, Arlo, Singh, Chandan, Saalfeld, Stephan, Turaga, Srinivas C
Format: Article en ligne
Langue:English
Publié: 2019
Accès à la collection:IEEE transactions on pattern analysis and machine intelligence
Sujets:Journal Article