MRF-Based Mapping of Fetal and Maternal Deformations for Understanding and Supporting Fetal Movement Perception
Haruka Matoba, Takashi Kusaka, Koji Shimatani, Kim Dongmin, Hoshinori Kanazawa, Yasuo Kuniyoshi, Takayuki Tanaka
Abstract
This study proposes a foundational method for objectively classifying whether mothers can easily perceive fetal movements, a crucial indicator in perinatal care. Traditional fetal movement assessments rely on subjective maternal reports or wearable sensor-based methods susceptible to external noise. This paper applies the previously established Multi- Resolution Feature (MRF) method to independently quantify both fetal and maternal deformation from simulated fetal movement videos. We constructed a novel fetal-maternal de- formation map using these deformation values as axes. The results demonstrate that this map can visually represent the relationship between fetal and maternal deformation. Further- more, exploratory analysis of the data distribution on the map suggested the existence of distinct fetal movement patterns: movements accompanied by significant maternal abdominal wall deformation (likely perceived by the mother) and move- ments where the fetus is active but less transmission occurs to the mother (likely difficult for the mother to perceive). This method is expected to be a stepping stone towards establishing a new approach for more detailed assessment of fetal health and, consequently, improving the quality of perinatal medical care.