fig2

Figure 2. Existing literature on improving needle visibility in ultrasound can be categorized into two: (top row) those improving needle alignment with the ultrasound beam (bottom row), and those improving needle visualization and localization. Each of these two categories can be further classified into hardware-based methods (left column) and software-based methods (right column). It can be noted that there are currently no software-based approaches for improving needle alignment.