Cut, Paste and Learn: Surprisingly Easy Synthesis for Instance Detection

Understand

A major impediment in rapidly deploying object detection models for instance detection is the lack of large annotated datasets.

• For example, finding a large labeled dataset containing instances in a particular kitchen is unlikely.
• Each new environment with new instances requires expensive data collection and annotation.
• In this paper, we propose a simple approach to generate large annotated instance datasets with minimal effort.