Minimizing Labeling Cost for Nuclei Instance Segmentation and Classification with Cross-domain Images and Weak Labels.
Siqi YangJun ZhangJunzhou HuangBrian C. LovellXiao HanPublished in: AAAI (2021)
Keyphrases
- microscopic images
- manual labeling
- cross domain
- segmentation method
- pigmented skin lesions
- microscopy images
- segmented images
- segmentation algorithm
- image classification
- cell nuclei
- labeling process
- image labeling
- skin lesion
- image segmentation
- cross domain learning
- microscope images
- input image
- image regions
- machine learning
- class labels
- image features
- image retrieval
- feature extraction
- image collections
- feature vectors
- semantic segmentation
- support vector
- object recognition
- decision trees
- transfer learning
- training set
- active learning
- feature selection
- image annotation
- feature space
- unsupervised learning
- web images
- domain adaptation
- supervised learning
- text categorization