Maha Ezzelarab

Reinforcement Learning for Ultrasound Image Analysis: A Scoping Review

Machine learning using supervised approaches has been widely applied to ultrasound image analysis. In contrast, reinforcement learning (RL), which is well suited for sequential decision-making, is underexplored. Ultrasound workflows involve sequential subtasks like image acquisition, quality assessment, summarization,...