Geometry-aware Deep Feature

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  1. Geometry feature generation based on unsupervisely detected landmarks. [1]

  2. Disentangle bottleneck features into category-invariant features and category-specific features. Category-invariant features encode the pose information.

Reference

  1. Wayne Wu, Kaidi Cao, Cheng Li, Chen Qian, Chen Change Loy: TransGaGa: Geometry-Aware Unsupervised Image-To-Image Translation. CVPR 2019