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...
Ausführliche Beschreibung
Bibliographische Detailangaben
| Veröffentlicht in: | IEEE transactions on pattern analysis and machine intelligence. - 1979. - 41(2019), 7 vom: 26. Juli, Seite 1669-1680
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| 1. Verfasser: |
Funke, Jan
(VerfasserIn) |
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| Weitere Verfasser: |
Tschopp, Fabian,
Grisaitis, William,
Sheridan, Arlo,
Singh, Chandan,
Saalfeld, Stephan,
Turaga, Srinivas C |
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| Format: | Online-Aufsatz
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| Sprache: | English |
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| Veröffentlicht: |
2019
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| Zugriff auf das übergeordnete Werk: | IEEE transactions on pattern analysis and machine intelligence
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| Schlagworte: | Journal Article |
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