> For the complete documentation index, see [llms.txt](https://docs.roboflow.com/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.roboflow.com/roboflow/roboflow-ko/datasets/dataset-versions/image-augmentation/augmentation-types/cutout-augmentation.md).

# Cutout 증강

{% hint style="info" %}
Cutout Augmentation은 Enhanced Augmentation이며, a **프리미엄** 기능입니다.

플랜 및 관련 기능에 대한 최신 정보는 [요금 페이지](https://roboflow.com/pricing).
{% endhint %}

Cutout은 이미지의 일부를 무작위로 검은 박스로 대체합니다. 객체 가림에 대해 모델이 더 견고해지도록 cutout을 추가하세요.

{% hint style="danger" %}
많은 최신 모델은 학습 중 Cutout을 온라인 augmentation으로 적용합니다. 이를 두 번 적용하면 원치 않는 결과가 발생할 수 있습니다. Roboflow 3.0 또는 YOLOv8과 함께 사용하는 것은 권장하지 않습니다.
{% endhint %}

## 예시

<figure><img src="/files/9b18ecee874d493e066990a193934c3166627980" alt=""><figcaption><p>원본 이미지</p></figcaption></figure>

<figure><img src="/files/8bffb16092ecbfeeb4552fb2c1f396a0f1cbfafc" alt=""><figcaption><p>Cutout이 10%, 10개로 설정됨</p></figcaption></figure>


---

# Agent Instructions
This documentation is published with GitBook. GitBook is the documentation platform designed so that both humans and AI agents can read, navigate, and reason over technical content effectively. Learn more at gitbook.com.

## Querying This Documentation
If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.

Perform an HTTP GET request on the current page URL with the `ask` query parameter, and the optional `goal` query parameter:

```
GET https://docs.roboflow.com/roboflow/roboflow-ko/datasets/dataset-versions/image-augmentation/augmentation-types/cutout-augmentation.md?ask=<question>&goal=<endgoal>
```

`ask` is the immediate question: it should be specific, self-contained, and written in natural language.
`goal` is optional and describes the broader end goal you are ultimately trying to accomplish on behalf of the user. GitBook uses it to tailor the answer towards what is most useful for that goal.

The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.
