Simultaneously segmenting and classifying cell nuclei by using multi-task learning in multiplex immunohistochemical tissue microarray sections.
Ranran WangYusong QiuXinyu HaoShan JinJunxiu GaoHeng QiQi XuYong ZhangHongming XuPublished in: Biomed. Signal Process. Control. (2024)
Keyphrases
- multi task learning
- tissue samples
- microarray
- cell nuclei
- cancer diagnosis
- multi task
- gene expression data
- gene expression
- automated analysis
- automated detection
- low contrast
- histopathological images
- quantitative analysis
- gene expression profiles
- microarray data
- cancer classification
- gene selection
- gene ontology
- transfer learning
- microscopy images
- high dimensionality
- experimental conditions
- quantitative evaluation
- nonrigid registration
- microarray datasets
- image segmentation
- data mining
- model selection
- nearest neighbor
- multi class
- high dimensional