A deep learning algorithm for one-step contour aware nuclei segmentation of histopathology images.
Yuxin CuiGuiying ZhangZhonghao LiuZheng XiongJianjun HuPublished in: Medical Biol. Eng. Comput. (2019)
Keyphrases
- 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