Face transformation using StyleGAN
This paper describes a simple method to discover controls for StyleGAN image synthesis. Important latent directions were derived from a linear Support Vector Machine classifier and regressor. Then, it was shown that these directions could be used to transform human faces; such as changing the gend...
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| Format: | Final Year Project (FYP) |
| Language: | English |
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Nanyang Technological University
2022
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| Online Access: | https://hdl.handle.net/10356/157317 |
| _version_ | 1811687750880985088 |
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| author | Chua, Zhong En |
| author2 | Tan Yap Peng |
| author_facet | Tan Yap Peng Chua, Zhong En |
| author_sort | Chua, Zhong En |
| collection | NTU |
| description | This paper describes a simple method to discover controls for StyleGAN image
synthesis. Important latent directions were derived from a linear Support Vector Machine classifier and regressor. Then, it was shown that these directions could be used to
transform human faces; such as changing the gender, hair length, head position, smile and more. |
| first_indexed | 2024-10-01T05:21:17Z |
| format | Final Year Project (FYP) |
| id | ntu-10356/157317 |
| institution | Nanyang Technological University |
| language | English |
| last_indexed | 2024-10-01T05:21:17Z |
| publishDate | 2022 |
| publisher | Nanyang Technological University |
| record_format | dspace |
| spelling | ntu-10356/1573172023-07-07T19:09:11Z Face transformation using StyleGAN Chua, Zhong En Tan Yap Peng School of Electrical and Electronic Engineering EYPTan@ntu.edu.sg Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence This paper describes a simple method to discover controls for StyleGAN image synthesis. Important latent directions were derived from a linear Support Vector Machine classifier and regressor. Then, it was shown that these directions could be used to transform human faces; such as changing the gender, hair length, head position, smile and more. Bachelor of Engineering (Electrical and Electronic Engineering) 2022-05-13T07:13:04Z 2022-05-13T07:13:04Z 2022 Final Year Project (FYP) Chua, Z. E. (2022). Face transformation using StyleGAN. Final Year Project (FYP), Nanyang Technological University, Singapore. https://hdl.handle.net/10356/157317 https://hdl.handle.net/10356/157317 en A3245-211 application/pdf Nanyang Technological University |
| spellingShingle | Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence Chua, Zhong En Face transformation using StyleGAN |
| title | Face transformation using StyleGAN |
| title_full | Face transformation using StyleGAN |
| title_fullStr | Face transformation using StyleGAN |
| title_full_unstemmed | Face transformation using StyleGAN |
| title_short | Face transformation using StyleGAN |
| title_sort | face transformation using stylegan |
| topic | Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence |
| url | https://hdl.handle.net/10356/157317 |
| work_keys_str_mv | AT chuazhongen facetransformationusingstylegan |