Attention mechanisms in computer vision: A survey

Humans can naturally and effectively find salient regions in complex scenes. Motivated by this observation, attention mechanisms were introduced into computer vision with the aim of imitating this aspect of the human visual system. Such an attention mechanism can be regarded as a dynamic weight adju...

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Bibliographic Details
Published in:	Computational visual media (Beijing) Vol. 8; no. 3; pp. 331 - 368
Main Authors:	Guo, Meng-Hao, Xu, Tian-Xing, Liu, Jiang-Jiang, Liu, Zheng-Ning, Jiang, Peng-Tao, Mu, Tai-Jiang, Zhang, Song-Hai, Martin, Ralph R., Cheng, Ming-Ming, Hu, Shi-Min
Format:	Journal Article
Language:	English
Published:	Beijing Tsinghua University Press 01.09.2022 Springer Nature B.V
Subjects:	Artificial Intelligence Computer Graphics Computer Science Computer vision Deep learning Image classification Image processing Image Processing and Computer Vision Image segmentation Neural networks Object recognition Review Article Semantics User Interfaces and Human Computer Interaction Video data Visual aspects Visual tasks salience transformer deep learning attention computer vision
ISSN:	2096-0433, 2096-0662
Online Access:	Get full text
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