Automatic labeling of molecular biomarkers on a cell-by-cell basis in immunohistochemistry images using convolutional neural networks.
Fahime SheikhzadehAnita CarraroJagoda KorbelikCalum MacAulayMartial GuillaudRabab K. WardPublished in: Medical Imaging: Digital Pathology (2016)
Keyphrases
- microscopic images
- cell segmentation
- microscope images
- fluorescence microscopy images
- convolutional neural networks
- cell nuclei
- image analysis
- microscopy images
- image data
- image registration
- input image
- image database
- cell nucleus
- fully automatic
- signaling pathways
- object recognition
- three dimensional
- ground truth
- image features
- automatic annotation
- convolutional network
- molecular level
- image collections
- image retrieval
- living cells
- blood cells
- image classification
- cancer cells
- segmentation method
- image segmentation
- test images
- cell biology
- visual features