Table 1 Comparison of the existing methods for Maternal-Fetal ultrasound Analayis.
Study | Techniques | Methodology | Dataset | Results |
|---|---|---|---|---|
CNN | Circumference detection | 2D images | Skull | |
DRINet | Medical segmentation | Fetal images | Segmentation | |
Integral Projection | Gestational age estimation | Fetal images | Age | |
CNN | Automated measurement of fetal head | 2D images | Measurement | |
Multi-Scale View, DNN | Localization of fetal head | 2D images | Head | |
SoC with Deep Learning | Real-time biometric measurement | Fetal ultrasound images | High Performance | |
Stacked Ensemble Models | Standard plane classification | Ultrasound | Enhanced Accuracy | |
Deep Learning Segmentation | Biometric parameter measurement (1st trimester) | Ultrasound | High Accuracy | |
Ensemble Deep Learning | Fetal plane identification | Multiple ultrasound images | Improved Identification Accuracy |
