Status | 已发表Published |
Title | Deep Learning in Computer Vision: A Review of Emerging Techniques and Application Scenarios |
Creator | |
Date Issued | 2021-12 |
Source Publication | Machine Learning with Applications
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ISSN | 2666-8270 |
Volume | 6 |
Abstract | Deep learning has been overwhelmingly successful in computer vision (CV), natural language processing, and video/speech recognition. In this paper, our focus is on CV. We provide a critical review of recent achievements in terms of techniques and applications. We identify eight emerging techniques, investigate their origins and updates, and finally emphasize their applications in four key scenarios, including recognition, visual tracking, semantic segmentation, and image restoration. We recognize three development stages in the past decade and emphasize research trends for future works. The summarizations, knowledge accumulations, and creations could benefit researchers in the academia and participators in the CV industries. |
Keyword | Machine learning Deep learning Computer vision Literature review |
DOI | 10.1016/j.mlwa.2021.100134 |
URL | View source |
Language | 英语English |
Citation statistics | |
Document Type | Journal article |
Identifier | http://repository.uic.edu.cn/handle/39GCC9TT/7338 |
Collection | Faculty of Busines and Management |
Corresponding Author | Chai, Junyi |
Affiliation | 1.Division of Business and Management, BNU-HKBU United International College, Zhuhai, China 2.Centre for Evaluation Studies, Beijing Normal University, Zhuhai, China 3.Department of Management and Marketing, The Hong Kong Polytechnic University, Hong Kong, China |
First Author Affilication | Beijing Normal-Hong Kong Baptist University |
Corresponding Author Affilication | Beijing Normal-Hong Kong Baptist University |
Recommended Citation GB/T 7714 | Chai, Junyi,Zeng, Hao,Li, Anminget al. Deep Learning in Computer Vision: A Review of Emerging Techniques and Application Scenarios[J]. Machine Learning with Applications, 2021, 6. |
APA | Chai, Junyi, Zeng, Hao, Li, Anming, & Ngai, Eric W.T. (2021). Deep Learning in Computer Vision: A Review of Emerging Techniques and Application Scenarios. Machine Learning with Applications, 6. |
MLA | Chai, Junyi,et al."Deep Learning in Computer Vision: A Review of Emerging Techniques and Application Scenarios". Machine Learning with Applications 6(2021). |
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