Synthetic Singleplex-Image Generation in Multiplex-Brightfield Immunohistochemistry Digital Pathology Using Deep Generative Models.
Auranuch LorsakulJim MartinTerry LandowskiErika WalkerMike FloresJune ClementsMatthew OlsonGianni FerreriPublished in: SASHIMI@MICCAI (2023)
Keyphrases
- generative model
- image generation
- digital imaging
- probabilistic model
- discriminative learning
- prior knowledge
- discriminative models
- mixture model
- high resolution
- deep belief networks
- object categories
- hierarchical hidden markov models
- digital image processing
- bayesian framework
- conditional random fields
- black and white
- semi supervised
- generative and discriminative models
- em algorithm
- digital camera
- expectation maximization
- digital images
- low resolution
- medical imaging
- image segmentation
- active learning
- multiscale
- machine learning
- data sets