中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
首页 机构 成果 学者
  
  1. CAS IR Grid
  2. 自动化研究所
  3. 中国科学院自动化研究所
  4. 多模态人工智能系统全国重点实验室
  5. 脑机融合与认知评估
Similarity activation map for co-salient object detection

文献类型：期刊论文

作者Wang, Yu1,2; Li, Shuxiao1,2
刊名PATTERN RECOGNITION LETTERS
出版日期2022-11-01
卷号163页码:159-167
关键词Co-salient object detection Similarity activation map Feature modulation Edge guidance
ISSN号0167-8655
DOI10.1016/j.patrec.2022.10.009
通讯作者Li, Shuxiao(shuxiao.li@ia.ac.cn)
英文摘要Co-salient object detection aims to detect the common objects within a group of relevant images, to which the spatial similarity contributes a lot. Existing methods utilize the inner product to compute the pixel-wise correlations, imitating the tracking methods. We present a novel yet effective module (Simi-larity Activation Module, SAM) to generate the similarity activation maps as the spatial modulator. The similarity activation maps are learned to highlight the common objects across the multiple images while suppressing other objects and the background. Moreover, we propose the Edge Extraction Module (EEM) and Feature Fusion Module (FFM) which can be easily applied to any existing methods without requiring architectural changes. Extensive experiments on different co-salient detection datasets demonstrate that our method (SimiNet) achieves state-of-the-art performance under various evaluation metrics.(c) 2022 Elsevier B.V. All rights reserved.
WOS关键词DEEP
资助项目National Natural Science Foun-dation of China ; [62076020]
WOS研究方向Computer Science
语种英语
WOS记录号WOS:000877215000012
出版者ELSEVIER
资助机构National Natural Science Foun-dation of China
源URL[http://ir.ia.ac.cn/handle/173211/50550]  
专题综合信息系统研究中心_脑机融合与认知评估
通讯作者Li, Shuxiao
作者单位1.Chinese Acad Sci, Inst Automat, Beijing, Peoples R China
2.Univ Chinese Acad Sci, Sch Artificial Intelligence, Beijing, Peoples R China
推荐引用方式
GB/T 7714		 Wang, Yu,Li, Shuxiao. Similarity activation map for co-salient object detection[J]. PATTERN RECOGNITION LETTERS,2022,163:159-167.
APA Wang, Yu,&Li, Shuxiao.(2022).Similarity activation map for co-salient object detection.PATTERN RECOGNITION LETTERS,163,159-167.
MLA Wang, Yu,et al."Similarity activation map for co-salient object detection".PATTERN RECOGNITION LETTERS 163(2022):159-167.

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。