Cross-patch Dense Contrastive Learning for Semi-supervised Segmentation of Cellular Nuclei in Histopathologic Images.
Huisi WuZhaoze WangYouyi SongLin YangJing QinPublished in: CVPR (2022)
Keyphrases
- segmentation method
- microscopic images
- semi supervised
- segmentation algorithm
- image analysis
- cell nuclei
- image data
- test images
- segmentation errors
- microscopy images
- learning process
- supervised learning
- multiscale
- input image
- three dimensional
- ground truth
- image features
- object recognition
- image segmentation
- segmentation accuracy
- segmented images
- image regions
- adaptive thresholding
- confocal images
- unlabeled data
- edge detection
- active learning
- learning algorithm
- active contours
- semi supervised learning
- quantitative evaluation
- pixel wise
- natural images
- image classification
- displacement field
- watershed transform
- feature vectors
- pairwise
- similarity measure
- perceptual information