Contrast-Enhanced Black Blood MRI Sequence Is Superior to Conventional T1 Sequence in Automated Detection of Brain Metastases by Convolutional Neural Networks.
Jonathan KottlorsSimon GeissenHannah JendreizikNils Große HokampPhilipp FerversLenhard PennigKai LaukampChristoph KabbaschDavid MaintzMarc SchlamannJan BorggrefePublished in: Diagnostics (Basel, Switzerland) (2021)
detection of brain lesions with CNN, BB-MRI imaging represents a highly effective input type when compared to conventional CE T1-MRI imaging. Use of BB-MRI can overcome the current limitations for automated brain lesion detection and the objectively excellent performance of our CNN suggests routine usage of BB sequences for radiological analysis.
Keyphrases
- contrast enhanced
- convolutional neural network
- magnetic resonance imaging
- diffusion weighted
- diffusion weighted imaging
- magnetic resonance
- deep learning
- computed tomography
- high resolution
- growth factor
- brain metastases
- small cell lung cancer
- loop mediated isothermal amplification
- machine learning
- real time pcr
- white matter
- physical activity
- high throughput
- resting state
- mass spectrometry
- cerebral ischemia
- multiple sclerosis
- photodynamic therapy
- fluorescence imaging
- single cell