Convolutional Neural Networks for Medical Image Analysis: Full Training or Fine Tuning?
Nima TajbakhshJae Y. ShinSuryakanth R. GuruduR. Todd HurstChristopher B. KendallMichael B. GotwayJianming LiangPublished in: IEEE Trans. Medical Imaging (2016)
Keyphrases
- medical image analysis
- fine tuning
- convolutional neural networks
- medical images
- deformable models
- fine tuned
- image registration
- image analysis
- fine tune
- medical imaging
- viable alternative
- medical image segmentation
- imaging modalities
- convolutional network
- visual programming environment
- medical image data
- anatomical structures
- computer vision and pattern recognition
- brain structures
- clinical applications
- surface registration
- magnetic resonance images
- brain mr images
- training process
- shape modeling
- registration framework
- digital image analysis
- higher order
- image processing
- cerebral cortex
- model fitting