Instance segmentation

Identifying individual objects and assigning pixels to each separate instance.

Semantic segmentation labels pixels by class; instance segmentation also distinguishes objects of the same class. Quality checks can examine missed objects, merged instances, boundaries and identity consistency. Video tasks may additionally require an object's identity to persist through the sequence.

In practice

Two overlapping cups need separate masks if the task requires a robot to distinguish which one was moved.