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16 changes: 8 additions & 8 deletions README.md
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# Knowledge-Driven Vision-Language Pretraining Reading

This repository contains a list of papers, codes, datasets, leaderboards on the topic of **Knowledge-Driven Vision-Language Pretraining**. If you found any error, please don't hesitate to open an issue or pull request.
This repository contains a list of papers, codes, datasets, and leaderboards on the topic of **Knowledge-Driven Vision-Language Pretraining**. If you find any error, please don't hesitate to open an issue or a pull request.

-- We will continue to add and update related papers and codes on this page (Update on **Jun 08th, 2022**).

## Basic vision-langauge pretraining papers and codes
## Basic vision-language pretraining papers and codes
(For new learners, some important papers for general NLG/KENLG.)

- **[CLIP] Learning Transferable Visual Models From Natural Language Supervision**, in PMLR 2021. [\[pdf\]](https://arxiv.org/abs/2103.00020) [\[code\]](https://github.com/openai/CLIP)

- **[Transformer] Attention Is All You Need**, in NeurIPS 2017. [\[pdf\]](https://arxiv.org/abs/1706.03762)

## Vision-langauge pretraining: entity knowledge
## Vision-language pretraining: entity knowledge

- **Video-and-Language Pre-training with Entity Prompts**, in CVPR 2022. [\[pdf\]](https://arxiv.org/abs/2112.09583)

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## Vision-langauge pretraining: relational knowledge
## Vision-language pretraining: relational knowledge

- **ERNIE-ViL: Knowledge Enhanced Vision-Language Representations Through Scene Graph**, in AAAI 2021. [\[pdf\]](https://arxiv.org/abs/2006.16934)

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## Vision-langauge pretraining: event knowledge
## Vision-language pretraining: event knowledge

- **CLIP-Event: Connecting Text and Images with Event Structures**, in CVPR 2022. [\[pdf\]](https://arxiv.org/abs/2201.05078)

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## Vision-langauge pretraining: procedural knowledge
## Vision-language pretraining: procedural knowledge

- **Learning To Recognize Procedural Activities with Distant Supervision**, in CVPR 2022. [\[pdf\]](https://arxiv.org/abs/2201.10990)

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- **Zero-Shot Anticipation for Instructional Activities**, in ICCV 2019. [\[pdf\]](https://arxiv.org/abs/1812.02501)


## Vision-langauge pretraining: Language Model (LM) knowledge
## Vision-language pretraining: Language Model (LM) knowledge


- **Language Models with Image Descriptors are Strong Few-Shot Video-Language Learners**, in arXiv. [\[pdf\]](https://arxiv.org/pdf/2205.10747)
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## Vision-langauge pretraining: external knowledge
## Vision-language pretraining: external knowledge

- **KRIT: Knowledge-Reasoning Intelligence in vision-language Transformer**. [\[pdf\]](https://www.microsoft.com/en-us/research/uploads/prod/2022/05/KRIT.pdf)

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