Controlable Factor Face
![[2208.11257] 3D-FM GAN: Towards 3D-Controllable Face Manipulation](https://ar5iv.labs.arxiv.org/html/2208.11257/assets/Figure/Combined_Single_Factor_Editing.jpg "Controlable Factor Face")
%20is%20among%20the%20most%20popular%20and%20effective%20techniques%20in%20the%20field%20of%20face%20generation%20and%20editing%2C%20thanks%20to%20its%20good%20generation%20quality%20and%20the%20versatility%20is%20brings%20along.%20Recent%20works%20attempted%20to%20go%20beyond%20the%20standard%20GAN-based%20framework%2C%20and%20started%20to%20explore%20Diffusion%20Models%20(DMs)%20for%20this%20task%20as%20these%20stand%20out%20with%20respect%20to%20GANs%20in%20terms%20of%20both%20quality%20and%20diversity.%20On%20the%20other%20hand%2C%20DMs%20lack%20in%20fine-grained%20controllability%20and%20reproducibility.%20To%20address%20that%2C%20in%20this%20paper%20we%20propose%20a%20SIS%20framework%20based%20on%20a%20novel%20Latent%20Diffusion%20Model%20architecture%20for%20human%20face%20generation%20and%20editing%20that%20is%20both%20able%20to%20reproduce%20and%20manipulate%20a%20real%20reference%20image%20and%20generate%20diversity-driven%20results.%20The%20proposed%20system%20utilizes%20both%20SPADE%20normalization%20and%20cross-attention%20layers%20to%20merge%20shape%20and%20style%20information%20and%2C%20by%20doing%20so%2C%20allows%20for%20a%20precise%20control%20over%20each%20of%20the%20semantic%20parts%20of%20the%20human%20face.%20This%20was%20not%20possible%20with%20previous%20methods%20in%20the%20state%20of%20the%20art.%20Finally%2C%20we%20performed%20an%20extensive%20set%20of%20experiments%20to%20prove%20that%20our%20model%20surpasses%20current%20state%20of%20the%20art%2C%20both%20qualitatively%20and%20quantitatively. "Controlable Factor Face")
![[論文レビュー] Controllable Face Synthesis with Semantic Latent Diffusion Models](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/controllable-face-synthesis-with-semantic-latent-diffusion-models-1.png "Controlable Factor Face")
![[2102.11464] FaceController: Controllable Attribute Editing for Face in ...](https://ar5iv.labs.arxiv.org/html/2102.11464/assets/x1.png "Controlable Factor Face")
![[2302.09486] LC-NeRF: Local Controllable Face Generation in Neural ...](https://ar5iv.labs.arxiv.org/html/2302.09486/assets/imgs/teaser.v2.png "Controlable Factor Face")
![[2208.11257] 3D-FM GAN: Towards 3D-Controllable Face Manipulation](https://ar5iv.labs.arxiv.org/html/2208.11257/assets/Figure/reference_based_generation_supplementary.jpg "Controlable Factor Face")
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