Deep-active-learning approach towards accurate right ventricular segmentation using a two-level uncertainty estimation.
Asma AmmariRamzi MahmoudiBadii HmidaRachida SaouliMohamed Hedi BedouiPublished in: Comput. Medical Imaging Graph. (2023)
Keyphrases
- active learning
- accurate estimation
- segmentation algorithm
- segmentation method
- robust segmentation
- maximum a posteriori estimation
- medical images
- machine learning
- region growing
- optical flow estimation
- level set
- semi supervised
- orientation estimation
- brain mri
- partial volume
- dense motion field
- maximum likelihood criterion
- multiscale
- segmentation accuracy
- learning algorithm
- blood pool
- image segmentation
- high quality
- image analysis
- computationally efficient
- fully automatic
- error analysis
- object segmentation
- uncertain data
- parameter estimation
- labeled data
- relevance feedback
- experimental design
- robust estimation
- random sampling
- training examples