Survey of generative adversarial network
Firstly, the basic theory, application scenarios and current state of research of GAN (generative adversarial network) were introduced, and the problems need to be improved were listed.Then, recent research, improvement mechanism and model features in 2 categories and 7 subcategories revolved around...
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| Main Authors: | , |
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| Format: | Article |
| Language: | English |
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POSTS&TELECOM PRESS Co., LTD
2021-08-01
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| Series: | 网络与信息安全学报 |
| Subjects: | |
| Online Access: | http://www.cjnis.com.cn/thesisDetails#10.11959/j.issn.2096-109x.2021080 |
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| Summary: | Firstly, the basic theory, application scenarios and current state of research of GAN (generative adversarial network) were introduced, and the problems need to be improved were listed.Then, recent research, improvement mechanism and model features in 2 categories and 7 subcategories revolved around 3 points (improving model training efficiency, improving the quality of generated samples, and reducing the possibility of model collapse) were generalized and summarized.Finally, 3 future research directions were discussed. |
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| ISSN: | 2096-109X |