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3D-Cell-Annotator: an open-source active surface tool for single-cell segmentation in 3D microscopy images |
Tartalom: | http://real.mtak.hu/120216/ |
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Archívum: | REAL |
Gyűjtemény: |
Status = Published
Subject = Q Science / természettudomány: QH Natural history / természetrajz: QH301 Biology / biológia Type = Article |
Cím: |
3D-Cell-Annotator: an open-source active surface tool for
single-cell segmentation in 3D microscopy images
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Létrehozó: |
Tasnádi, Ervin A.
Tóth, Tímea
Kovács, Mária
Diósdi, Ákos
Pampaloni, Francesco
Molnár, József
Horváth, Péter
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Kiadó: |
Oxford University Press
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Dátum: |
2020
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Téma: |
QH301 Biology / biológia
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Tartalmi leírás: |
Segmentation of single cells in microscopy images is one of the major challenges in computational biology. It is the first step of most bioimage analysis tasks, and essential to create training sets for more advanced deep learning approaches. Here, we propose 3D-Cell-Annotator to solve this task using 3D active surfaces together with shape descriptors as prior information in a semi-automated fashion. The software uses the convenient 3D interface of the widely used Medical Imaging Interaction Toolkit (MITK). Results on 3D biological structures (e.g. spheroids, organoids, embryos) show that the precision of the segmentation reaches the level of a human expert.3D-Cell-Annotator is implemented in CUDA/C ++ as a patch for the segmentation module of MITK. The 3D-Cell-Annotator enabled MITK distribution can be downloaded at: www.3D-cell-annotator.org. It works under Windows 64-bit systems and recent Linux distributions even on a consumer level laptop with a CUDA-enabled video card using recent NVIDIA drivers.Supplementary data are available at Bioinformatics online.
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Nyelv: |
angol
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Típus: |
Article
PeerReviewed
info:eu-repo/semantics/article
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Formátum: |
text
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Azonosító: |
Tasnádi, Ervin A. and Tóth, Tímea and Kovács, Mária and Diósdi, Ákos and Pampaloni, Francesco and Molnár, József and Horváth, Péter (2020) 3D-Cell-Annotator: an open-source active surface tool for single-cell segmentation in 3D microscopy images. BIOINFORMATICS, 36 (9). pp. 2948-2949. ISSN 1367-4803
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Kapcsolat: |
MTMT:31138477 doi: 10.1093/bioinformatics/btaa029
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