Knowledge Commons of Institute of Automation，CAS
| VLP: A Survey on Vision-language Pre-training | |
| Fei-Long Chen1,2 | |
| Source Publication | Machine Intelligence Research
 |
| ISSN | 2731-538X |
| 2023 | |
| Volume | 20Issue:1Pages:38-56 |
| Abstract | In the past few years, the emergence of pre-training models has brought uni-modal fields such as computer vision (CV) and natural language processing (NLP) to a new era. Substantial works have shown that they are beneficial for downstream uni-modal tasks and avoid training a new model from scratch. So can such pre-trained models be applied to multi-modal tasks? Researchers have explored this problem and made significant progress. This paper surveys recent advances and new frontiers in vision-language pre-training (VLP), including image-text and video-text pre-training. To give readers a better overall grasp of VLP, we first review its recent advances in five aspects: feature extraction, model architecture, pre-training objectives, pre-training datasets, and downstream tasks. Then, we summarize the specific VLP models in detail. Finally, we discuss the new frontiers in VLP. To the best of our knowledge, this is the first survey focused on VLP. We hope that this survey can shed light on future research in the VLP field. |
| Keyword | Vision and language pre-training transformers multimodal learning representation learning |
| DOI | 10.1007/s11633-022-1369-5 |
| Citation statistics | |
| Document Type | 期刊论文 |
| Identifier | http://ir.ia.ac.cn/handle/173211/50899 |
| Collection | 学术期刊_Machine Intelligence Research |
| Affiliation | 1.Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China 2.School of Future Technology, University of Chinese Academy of Sciences, Beijing 100049, China 3.School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing 100049, China |
| First Author Affilication | Institute of Automation, Chinese Academy of Sciences |
| Recommended Citation GB/T 7714 | Fei-Long Chen. VLP: A Survey on Vision-language Pre-training[J]. Machine Intelligence Research,2023,20(1):38-56. |
| APA | Fei-Long Chen.(2023).VLP: A Survey on Vision-language Pre-training.Machine Intelligence Research,20(1),38-56. |
| MLA | Fei-Long Chen."VLP: A Survey on Vision-language Pre-training".Machine Intelligence Research 20.1(2023):38-56. |
| Files in This Item: | ||||||
| File Name/Size | DocType | Version | Access | License | ||
| MIR-2022-06-193.pdf（1427KB） | 期刊论文 | 出版稿 | 开放获取 | CC BY-NC-SA | View | |
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