# Univeral-Prototype Enhancing for Few-Shot Object Detection

- this work focuses on improving feature generalization by enhancing/focusing on the **intrinsical characteristics** that are universal across object categories.

- contributions: enhance object features with **universal prototype**, impose a consistency loss between the enhanced and original features, and

## Intro

- intrinsical object characteristics: should be invariant under different visual changes like textual variances or environmental noises.