Intro
Preface
Organization
Contents
Automatic Segmentation of the Placenta in BOLD MRI Time Series
1 Introduction
2 Methods
2.1 Model
2.2 Additive Boundary Loss
2.3 Implementation Details
3 Model Evaluation
3.1 Data
3.2 Evaluation
3.3 Results
4 Discussion and Conclusion
References
A Fast Anatomical and Quantitative MRI Fetal Exam at Low Field
1 Introduction
2 Methods
2.1 Evaluation
2.2 Analysis
3 Results
4 Discussion and Conclusions
References
Automatic Fetal Fat Quantification from MRI
1 Introduction
2 Methodology

2.1 Semi-automatic Fetal AT Segmentation
2.2 Automatic Fetal Fat Segmentation
3 Experimental Results
3.1 Study 1: Manual and Semi-automatic Observer Variability
3.2 Study 2: Automatic Fetal AT Segmentation
3.3 Study 3: Analysis of Manual Corrections Following Automatic Segmentation
4 Discussion
5 Conclusion
References
Continuous Longitudinal Fetus Brain Atlas Construction via Implicit Neural Representation
1 Introduction
2 Method
2.1 Pre-train Stage
2.2 Refine Stage
2.3 Inference Stage
3 Experiments
3.1 Setup
3.2 Results
4 Conclusion

Attention-Driven Multi-channel Deformable Registration of Structural and Microstructural Neonatal Data
1 Introduction
2 Method
3 Results
4 Conclusion
References
Automated Multi-class Fetal Cardiac Vessel Segmentation in Aortic Arch Anomalies Using T2-Weighted 3D Fetal MRI
1 Introduction
1.1 Deep Learning Segmentation
1.2 Label Propagation
1.3 Contribution
2 Methods
2.1 Data Specifications
2.2 Deep Learning Segmentation Framework
2.3 Label Propagation
2.4 Attention U-Net Segmentation
3 Results
3.1 Preliminary Network Architecture Experiments

3.2 Test Set and Experiments
3.3 Quantitative Results
3.4 Visual Inspection
4 Discussion
5 Conclusion
References
Segmentation of Periventricular White Matter in Neonatal Brain MRI: Analysis of Brain Maturation in Term and Preterm Cohorts
1 Introduction
2 Methods
2.1 Cohort, Datasets and Preprocessing
2.2 Parcellation Map of Periventricular WM ROIs in the Atlas Space
2.3 Automated Segmentation of Periventricular WM ROIs
2.4 Quantitative Analysis of PWM in Term and Preterm Cohorts
3 Results and Discussion