VLP: A Survey on Vision-language Pre-training
文献类型：期刊论文
| 作者 | Fei-Long Chen1,3 ; Du-Zhen Zhang1,2; Ming-Lun Han1,2; Xiu-Yi Chen1,2; Jing Shi1; Shuang Xu1; Bo Xu1,2,3
|
| 刊名 | Machine Intelligence Research
 |
| 出版日期 | 2023 |
| 卷号 | 20期号:1页码:38-56 |
| 关键词 | Vision and language pre-training transformers multimodal learning representation learning |
| ISSN号 | 2731-538X |
| DOI | 10.1007/s11633-022-1369-5 |
| 英文摘要 | 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. |
| 源URL | [http://ir.ia.ac.cn/handle/173211/55965]  |
| 专题 | 自动化研究所_学术期刊_International Journal of Automation and Computing |
| 作者单位 | 1.Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China 2.School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing 100049, China 3.School of Future Technology, University of Chinese Academy of Sciences, Beijing 100049, China |
| 推荐引用方式 GB/T 7714 | Fei-Long Chen,Du-Zhen Zhang,Ming-Lun Han,et al. VLP: A Survey on Vision-language Pre-training[J]. Machine Intelligence Research,2023,20(1):38-56. |
| APA | Fei-Long Chen.,Du-Zhen Zhang.,Ming-Lun Han.,Xiu-Yi Chen.,Jing Shi.,...&Bo Xu.(2023).VLP: A Survey on Vision-language Pre-training.Machine Intelligence Research,20(1),38-56. |
| MLA | Fei-Long Chen,et al."VLP: A Survey on Vision-language Pre-training".Machine Intelligence Research 20.1(2023):38-56. |
入库方式： OAI收割
来源：自动化研究所
浏览0
下载0
收藏0
其他版本
除非特别说明，本系统中所有内容都受版权保护，并保留所有权利。