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# System prepended metadata

title: Univeral-Prototype Enhancing for Few-Shot Object Detection

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# 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. 