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科技导报 | 综述 2023, 41(16): 113-123
人脸跨域合成技术研究进展
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刘琦1,吴昊展2,谢添鑫2,韩琥3
作者信息
    1. 河南警察学院网络安全系,郑州 450000
    2. 中国科学院大学,北京 100049
    3. 中国科学院计算技术研究所,北京 100190
Research progress and trend of cross-domain face synthesis technology
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出版时间: 2023-08-28 doi: 10.3981/j.issn.1000-7857.2023.16.010
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总结了人脸跨域合成技术的起源、任务类型与难点、技术发展与挑战、潜在应用与问题等,从自监督与弱监督跨域合成、基于预训练大模型跨域合成、基于跨域合成隐私保护3个方面探讨了人脸跨域合成技术未来发展趋势与挑战。
人脸跨域合成  /  虚拟人  /  生成对抗网络  /  神经渲染  /  扩散模型
Advances in deep learning technology and the development of the digital economy have promoted the development of artificial intelligence-generated content (AIGC) technologies such as virtual humans. Cross-domain face synthesis is one of the key technologies in virtual human production, and it has a wide range of applications in social media, film and television production and other fields. This paper summarizes the origin of cross-domain face synthesis technology, and its typical task types and difficulties, technological development and challenges, potential applications, and issues, and discusses its future development trend and challenges from the aspects of self-supervised and weakly supervised cross-domain synthesis, utilization of pre-trained large models, and privacy protection.
cross-domain face synthesis  /  virtual human  /  generative adversarial network  /  neural rendering  /  diffusion model
刘琦, 吴昊展, 谢添鑫, 韩琥. 人脸跨域合成技术研究进展. 科技导报, 2023 , 41 (16) : 113 -123 . DOI: 10.3981/j.issn.1000-7857.2023.16.010
LIU Qi, WU Haozhan, XIE Tianxin, HAN Hu. Research progress and trend of cross-domain face synthesis technology[J]. Science & Technology Review, 2023 , 41 (16) : 113 -123 . DOI: 10.3981/j.issn.1000-7857.2023.16.010
2023年第41卷第16期
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doi: 10.3981/j.issn.1000-7857.2023.16.010
  • 接收时间:2023-04-23
  • 首发时间:2023-09-08
  • 出版时间:2023-08-28
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  • 收稿日期:2023-04-23
  • 修回日期:2023-07-13
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2种不同金属材料的力学参数

Family
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Number of
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种数
Number of
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占总种数比例
Percentage of
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Number of
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占总种数比例
Percentage of total
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鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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