Visuals to Text: A Comprehensive Review on Automatic Image Captioning
文献类型：期刊论文
| 作者 | Yue Ming; Nannan Hu; Chunxiao Fan; Fan Feng; Jiangwan Zhou; Hui Yu |
| 刊名 | IEEE/CAA Journal of Automatica Sinica
 |
| 出版日期 | 2022 |
| 卷号 | 9期号:8页码:1339-1365 |
| 关键词 | Artificial intelligence attention mechanism encoder-decoder framework image captioning multi-modal understanding training strategies |
| ISSN号 | 2329-9266 |
| DOI | 10.1109/JAS.2022.105734 |
| 英文摘要 | Image captioning refers to automatic generation of descriptive texts according to the visual content of images. It is a technique integrating multiple disciplines including the computer vision (CV), natural language processing (NLP) and artificial intelligence. In recent years, substantial research efforts have been devoted to generate image caption with impressive progress. To summarize the recent advances in image captioning, we present a comprehensive review on image captioning, covering both traditional methods and recent deep learning-based techniques. Specifically, we first briefly review the early traditional works based on the retrieval and template. Then deep learning-based image captioning researches are focused, which is categorized into the encoder-decoder framework, attention mechanism and training strategies on the basis of model structures and training manners for a detailed introduction. After that, we summarize the publicly available datasets, evaluation metrics and those proposed for specific requirements, and then compare the state of the art methods on the MS COCO dataset. Finally, we provide some discussions on open challenges and future research directions. |
| 源URL | [http://ir.ia.ac.cn/handle/173211/49647]  |
| 专题 | 自动化研究所_学术期刊_IEEE/CAA Journal of Automatica Sinica |
| 推荐引用方式 GB/T 7714 | Yue Ming,Nannan Hu,Chunxiao Fan,et al. Visuals to Text: A Comprehensive Review on Automatic Image Captioning[J]. IEEE/CAA Journal of Automatica Sinica,2022,9(8):1339-1365. |
| APA | Yue Ming,Nannan Hu,Chunxiao Fan,Fan Feng,Jiangwan Zhou,&Hui Yu.(2022).Visuals to Text: A Comprehensive Review on Automatic Image Captioning.IEEE/CAA Journal of Automatica Sinica,9(8),1339-1365. |
| MLA | Yue Ming,et al."Visuals to Text: A Comprehensive Review on Automatic Image Captioning".IEEE/CAA Journal of Automatica Sinica 9.8(2022):1339-1365. |
入库方式： OAI收割
来源：自动化研究所
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