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PoseDefCycleGAN: Identity-preserving face frontalization with deformable convolutions and pose-aware supervision | Synapse
March 3, 2026
PoseDefCycleGAN: Identity-preserving face frontalization with deformable convolutions and pose-aware supervision
SI
Shakeel Muhammad Ibrahim
SK
Shujaat Khan
YK
Young-Woong Ko
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Puntos clave
Face frontalization improves image alignment and representation, ensuring identity preservation across various poses.
The model utilizes deformable convolutions to enhance feature extraction and processing of facial structures.
Pose-aware supervision guides the training process, leading to more accurate and identity-consistent frontal views.
Applications in security and entertainment sectors could benefit significantly from effective face frontalization techniques.
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Cite This Study
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Ibrahim et al. (Tue,) studied this question.
synapsesocial.com/papers/69a75ac9c6e9836116a21115
https://doi.org/https://doi.org/10.1016/j.knosys.2026.115358