3D freehand ultrasound without external tracking using deep learning

•A system for 3D freehand ultrasound reconstruction without external tracking.•A neural network to estimate the motion of the probe between two successive frames.•Integration of an IMU to improve the accuracy even further.•Extensive validation on a large clinically relevant dataset.•Unprecedented reconstruction accuracy, especially for elongated sweeps.