Publications by authors named "Bochen Liang"
TKR-FSOD: Fetal Anatomical Structure Few-Shot Detection Utilizing Topological Knowledge Reasoning.
IEEE J Biomed Health Inform
October 2024
Article Synopsis
- Fetal multi-anatomical structure detection in ultrasound images helps sonographers make more accurate diagnoses by revealing the relationships between anatomical structures.
- Deep learning has improved the detection of these structures, but challenges remain when dealing with rare diseases due to data scarcity, prompting interest in few-shot learning techniques.
- The proposed TKR-FSOD method enhances fetal anatomical structure detection using a Topological Knowledge Reasoning Module and a Discriminate Ability Enhanced Feature Learning Module, outpacing existing methods with a significant performance improvement.