Global-Attention-Based Neural Networks for Vision Language Intelligence
文献类型：期刊论文
| 作者 | Pei Liu; Yingjie Zhou; Dezhong Peng; Dapeng Wu |
| 刊名 | IEEE/CAA Journal of Automatica Sinica
 |
| 出版日期 | 2021 |
| 卷号 | 8期号:7页码:1243-1252 |
| 关键词 | Global attention image captioning latent contribution |
| ISSN号 | 2329-9266 |
| DOI | 10.1109/JAS.2020.1003402 |
| 英文摘要 | In this paper, we develop a novel global-attention-based neural network (GANN) for vision language intelligence, specifically, image captioning (language description of a given image). As many previous works, the encoder-decoder framework is adopted in our proposed model, in which the encoder is responsible for encoding the region proposal features and extracting global caption feature based on a specially designed module of predicting the caption objects, and the decoder generates captions by taking the obtained global caption feature along with the encoded visual features as inputs for each attention head of the decoder layer. The global caption feature is introduced for the purpose of exploring the latent contributions of region proposals for image captioning, and further helping the decoder better focus on the most relevant proposals so as to extract more accurate visual feature in each time step of caption generation. Our GANN is implemented by incorporating the global caption feature into the attention weight calculation phase in the word predication process in each head of the decoder layer. In our experiments, we qualitatively analyzed the proposed model, and quantitatively evaluated several state-of-the-art schemes with GANN on the MS-COCO dataset. Experimental results demonstrate the effectiveness of the proposed global attention mechanism for image captioning. |
| 源URL | [http://ir.ia.ac.cn/handle/173211/44579]  |
| 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 | Pei Liu,Yingjie Zhou,Dezhong Peng,et al. Global-Attention-Based Neural Networks for Vision Language Intelligence[J]. IEEE/CAA Journal of Automatica Sinica,2021,8(7):1243-1252. |
| APA | Pei Liu,Yingjie Zhou,Dezhong Peng,&Dapeng Wu.(2021).Global-Attention-Based Neural Networks for Vision Language Intelligence.IEEE/CAA Journal of Automatica Sinica,8(7),1243-1252. |
| MLA | Pei Liu,et al."Global-Attention-Based Neural Networks for Vision Language Intelligence".IEEE/CAA Journal of Automatica Sinica 8.7(2021):1243-1252. |
入库方式： OAI收割
来源：自动化研究所
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