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• W3047841165 endingPage "1179" @default.
• W3047841165 startingPage "1162" @default.
• W3047841165 abstract "We present a deformable generator model to disentangle the appearance and geometric information for both image and video data in a purely unsupervised manner. The appearance generator network models the information related to appearance, including color, illumination, identity or category, while the geometric generator performs geometric warping, such as rotation and stretching, through generating deformation field which is used to warp the generated appearance to obtain the final image or video sequences. Two generators take independent latent vectors as input to disentangle the appearance and geometric information from image or video sequences. For video data, a nonlinear transition model is introduced to both the appearance and geometric generators to capture the dynamics over time. The proposed scheme is general and can be easily integrated into different generative models. An extensive set of qualitative and quantitative experiments shows that the appearance and geometric information can be well disentangled, and the learned geometric generator can be conveniently transferred to other image datasets that share similar structure regularity to facilitate knowledge transfer tasks." @default.
• W3047841165 created "2020-08-13" @default.
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• W3047841165 date "2022-03-01" @default.
• W3047841165 modified "2023-09-26" @default.
• W3047841165 title "Deformable Generator Networks: Unsupervised Disentanglement of Appearance and Geometry" @default.
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• W3047841165 doi "https://doi.org/10.1109/tpami.2020.3013905" @default.
• W3047841165 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/32749961" @default.
• W3047841165 hasPublicationYear "2022" @default.
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