Decompose to manipulate: Manipulable Object Synthesis in 3D Medical Images with Structured Image Decomposition

Understand

The performance of medical image analysis systems is constrained by the quantity of high-quality image annotations.

• Such systems require data to be annotated by experts with years of training, especially when diagnostic decisions are involved.
• Such datasets are thus hard to scale up.
• In this context, it is hard for supervised learning systems to generalize to the cases that are rare in the training set but would be present in real-world clinical practices.