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A deep learning algorithm for one-step contour aware nuclei segmentation of histopathology images.
Yuxin Cui
Guiying Zhang
Zhonghao Liu
Zheng Xiong
Jianjun Hu
Published in:
Medical Biol. Eng. Comput. (2019)
Keyphrases
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histopathology images
learning algorithm
segmentation method
contour detection
microscopic images
image segmentation
boundary extraction
microscopy images
level set
active contours
medical images
segmentation algorithm
cell nuclei
white blood cells
segmented images
training data
deformable contour
active contour model
region growing
active learning
dice similarity coefficient
confocal images
ellipse fitting
figure ground
gradient vector flow
shape prior
automatic initialization
machine learning algorithms
medical imaging
fully automatic
closed contours
geodesic active contours
minimal surface
d objects
snake model
multiscale segmentation
watershed segmentation
multiscale
object contours
region segmentation
machine learning