Reconstruct face with absolute dimensions from images with MICA
Reconstruct face with absolute dimensions from images with MICA
Towards Metrical Reconstruction of Human Faces
arXiv paper abstract https://arxiv.org/abs/2204.06607
arXiv PDF paper https://arxiv.org/pdf/2204.06607.pdf
Project page https://zielon.github.io/mica
Face reconstruction ... metrical reconstruction is also needed for any application that measures distances and dimensions of the subject (e.g., to virtually fit a glasses frame).
State-of-the-art methods for face reconstruction ... are not able to reconstruct the actual face dimensions
... annotated and unified small- and medium-scale databases ... resulting ... dataset is ... medium-scale dataset ... lead to overfitting.
To this end, ... take advantage of a face recognition network pretrained on a large-scale 2D image dataset, which provides distinct features for different faces and is robust to expression, illumination, and camera changes.
Using these features, ... train ... face shape estimator in a supervised fashion, inheriting the robustness and generalization of the face recognition network.
... method, which ... call MICA (MetrIC fAce), outperforms the state-of-the-art reconstruction methods by a large margin ...
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