KaryoXpert: An accurate chromosome segmentation and classification framework for karyotyping analysis without training with manually labeled metaphase-image mask annotations.
Siyuan ChenKaichuang ZhangJingdong HuNa LiAo XuHaoyang LiJuexiao ZhouChao HuangYongguo YuXin GaoPublished in: Comput. Biol. Medicine (2024)
Keyphrases
- image analysis
- segmentation method
- image segmentation
- image classification
- manually labeled
- segmentation algorithm
- multiscale
- image data
- input image
- bounding box
- training set
- image features
- image regions
- grey level
- pixel classification
- edge detection
- segmented images
- image collections
- voxel based morphometry
- discriminative classifiers
- feature extraction
- image retrieval
- supervised learning
- image content
- test images
- low level
- feature vectors
- energy functional
- computer vision
- object segmentation
- bag of words
- high quality
- labeled images
- set of training images
- image registration