Denoisereg: Unsupervised Joint Denoising and Registration of Time-Lapse Live Cell Microscopy Images Using Deep Learning.
Kerem CelikayVadim O. ChaginM. Cristina CardosoKarl RohrPublished in: ISBI (2022)
Keyphrases
- microscopy images
- deep learning
- denoising
- unsupervised learning
- deep architectures
- nonrigid registration
- weakly supervised
- phase contrast
- microscopic images
- image registration
- unsupervised feature learning
- cell division
- multi channel
- deep belief networks
- image processing
- supervised learning
- confocal images
- total variation
- mr images
- natural images
- semi supervised
- machine learning
- cancer cells
- deformation field
- clinical applications
- mental models
- cell nuclei
- phase contrast images
- object recognition
- named entities
- training data
- electron microscopy
- expectation maximization
- dimensionality reduction
- multiscale
- feature selection
- computer vision