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docs/source/ko/model_doc/blip.md
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<!--Copyright 2023 The HuggingFace Team. All rights reserved.
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Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
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the License. You may obtain a copy of the License at
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http://www.apache.org/licenses/LICENSE-2.0
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Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on
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an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the
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specific language governing permissions and limitations under the License.
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⚠️ Note that this file is in Markdown but contain specific syntax for our doc-builder (similar to MDX) that may not be
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rendered properly in your Markdown viewer.
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-->
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# BLIP[[blip]]
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## 개요[[overview]]
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BLIP 모델은 Junnan Li, Dongxu Li, Caiming Xiong, Steven Hoi의 [BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation](https://huggingface.co/papers/2201.12086) 논문에서 제안되었습니다.
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BLIP은 여러 멀티모달 작업을 수행할 수 있는 모델입니다:
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- 시각 질문 응답 (Visual Question Answering, VQA)
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- 이미지-텍스트 검색 (이미지-텍스트 매칭)
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- 이미지 캡셔닝
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논문의 초록은 다음과 같습니다:
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*비전-언어 사전 학습(Vision-Language Pre-training, VLP)은 다양한 비전-언어 작업의 성능을 크게 향상시켰습니다. 하지만, 대부분의 기존 사전 학습 모델들은 이해 기반 작업이나 생성 기반 작업 중 하나에서만 뛰어난 성능을 발휘합니다. 또한 성능 향상은 주로 웹에서 수집한 노이즈가 많은 이미지-텍스트 쌍으로 데이터셋의 규모를 키우는 방식으로 이루어졌는데, 이는 최적의 지도 학습 방식이라고 보기 어렵습니다. 본 논문에서는 BLIP이라는 새로운 VLP 프레임워크를 제안합니다. 이 프레임워크는 비전-언어 이해 및 생성 작업 모두에 유연하게 적용될 수 있습니다. BLIP는 캡셔너가 합성 캡션을 생성하고 필터가 노이즈 캡션을 제거하는 부트스트래핑 방법을 통해 웹 데이터의 노이즈를 효과적으로 활용합니다. 우리는 이미지-텍스트 검색(Recall@1에서 +2.7%), 이미지 캡셔닝(CIDEr에서 +2.8%), 그리고 VQA(VQA 점수에서 +1.6%)와 같은 다양한 비전-언어 작업에서 최신 성과를 달성했습니다. 또한 BLIP은 제로샷 방식으로 비디오-언어 작업에 직접 전이될 때도 강력한 일반화 능력을 보여줍니다. 이 논문의 코드, 모델, 데이터셋은 공개되었습니다.*
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이 모델은 [ybelkada](https://huggingface.co/ybelkada)가 기여했습니다.
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원본 코드는 [여기](https://github.com/salesforce/BLIP)에서 찾을 수 있습니다.
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## 자료[[resources]]
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- [Jupyter notebook](https://github.com/huggingface/notebooks/blob/main/examples/image_captioning_blip.ipynb): 사용자 정의 데이터셋에서 BLIP를 이미지 캡셔닝으로 미세 조정하는 방법
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## BlipConfig[[transformers.BlipConfig]]
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[[autodoc]] BlipConfig
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## BlipTextConfig[[transformers.BlipTextConfig]]
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[[autodoc]] BlipTextConfig
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## BlipVisionConfig[[transformers.BlipVisionConfig]]
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[[autodoc]] BlipVisionConfig
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## BlipProcessor[[transformers.BlipProcessor]]
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[[autodoc]] BlipProcessor
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## BlipImageProcessor[[transformers.BlipImageProcessor]]
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[[autodoc]] BlipImageProcessor
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- preprocess
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## BlipModel[[transformers.BlipModel]]
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`BlipModel`은 향후 버전에서 더 이상 지원되지 않을 예정입니다. 목적에 따라 `BlipForConditionalGeneration`, `BlipForImageTextRetrieval` 또는 `BlipForQuestionAnswering`을 사용하십시오.
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[[autodoc]] BlipModel
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- forward
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- get_text_features
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- get_image_features
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## BlipTextModel[[transformers.BlipTextModel]]
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[[autodoc]] BlipTextModel
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- forward
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## BlipVisionModel[[transformers.BlipVisionModel]]
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[[autodoc]] BlipVisionModel
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- forward
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## BlipForConditionalGeneration[[transformers.BlipForConditionalGeneration]]
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[[autodoc]] BlipForConditionalGeneration
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- forward
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## BlipForImageTextRetrieval[[transformers.BlipForImageTextRetrieval]]
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[[autodoc]] BlipForImageTextRetrieval
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- forward
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## BlipForQuestionAnswering[[transformers.BlipForQuestionAnswering]]
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[[autodoc]] BlipForQuestionAnswering
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- forward
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