Knowledge Commons of Institute of Automation,CAS
Weakly Correlated Knowledge Integration for Few-shot Image Classification | |
Chun Yang; Chang Liu; Xu-Cheng Yin | |
发表期刊 | Machine Intelligence Research
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ISSN | 2731-538X |
2022 | |
卷号 | 19期号:1页码:24-37 |
摘要 | Various few-shot image classification methods indicate that transferring knowledge from other sources can improve the accuracy of the classification. However, most of these methods work with one single source or use only closely correlated knowledge sources. In this paper, we propose a novel weakly correlated knowledge integration (WCKI) framework to address these issues. More specifically, we propose a unified knowledge graph (UKG) to integrate knowledge transferred from different sources (i.e., visual domain and textual domain). Moreover, a graph attention module is proposed to sample the subgraph from the UKG with low complexity. To avoid explicitly aligning the visual features to the potentially biased and weakly correlated knowledge space, we sample a task-specific subgraph from UKG and append it as latent variables. Our framework demonstrates significant improvements on multiple few-shot image classification datasets. |
关键词 | Computer vision pattern recognition knowledge refinement and reuse neural networks machine vision |
DOI | 10.1007/s11633-022-1320-9 |
七大方向——子方向分类 | 其他 |
国重实验室规划方向分类 | 其他 |
是否有论文关联数据集需要存交 | 否 |
中文导读 | https://mp.weixin.qq.com/s/4z4P04QqBAv2yoGI1nmSvQ |
视频解析 | https://www.bilibili.com/video/BV173411H74t/ |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/55925 |
专题 | 学术期刊_Machine Intelligence Research |
作者单位 | Department of Computer Science and Technology, University of Science and Technology Beijing, Beijing 100083, China |
推荐引用方式 GB/T 7714 | Chun Yang,Chang Liu,Xu-Cheng Yin. Weakly Correlated Knowledge Integration for Few-shot Image Classification[J]. Machine Intelligence Research,2022,19(1):24-37. |
APA | Chun Yang,Chang Liu,&Xu-Cheng Yin.(2022).Weakly Correlated Knowledge Integration for Few-shot Image Classification.Machine Intelligence Research,19(1),24-37. |
MLA | Chun Yang,et al."Weakly Correlated Knowledge Integration for Few-shot Image Classification".Machine Intelligence Research 19.1(2022):24-37. |
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IJAC-2021-07-172.pdf(1133KB) | 期刊论文 | 出版稿 | 开放获取 | CC BY-NC-SA | 浏览 下载 |
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