Improved quantitative parameter estimation for prostate T₂ relaxometry using convolutional neural networks

Keyphrases

• Prostate 100%
• Parameter Estimation 100%
• Synthetic Data 100%
• Quantitative Parameters 100%
• Convolutional Neural Network 100%
• T2 Relaxometry 100%
• Curve Fitting 40%
• Curve Fitting Method 40%
• Performance Comparison 20%
• Magnetic Resonance Imaging 20%
• Neural Network 20%
• Physics-based 20%
• Noise Level 20%
• Input Noise 20%
• Overall Accuracy 20%
• Neural Network Training 20%
• In Vivo Test 20%
• Performance Estimation 20%
• Neural Network Architecture 20%
• Noise Robustness 20%
• T2 Map 20%
• T2 Mapping 20%
• Training Corpus 20%
• Image Series 20%
• Fitting Strategy 20%
• Low Signal-to-noise 20%
• Quantitative Performance 20%
• Parameter Mapping 20%
• Noise Augmentation 20%
• Low Noise 20%
• In Vivo Data 20%
• Naturalistic Images 20%
• Feasibility Robustness 20%

Engineering

• Fitting Curve 100%
• Parameter Estimation 100%
• Convolutional Neural Network 100%
• Input Noise 25%
• Test Data 25%
• Neural Network Architecture 25%
• Parameter Estimate 25%
• Noise Level 25%
• Neural Network Training 25%

Earth and Planetary Sciences

• Low Noise 100%
• Parameter Estimation 100%