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Learning to Generate Conditional Tri-plane for 3D-aware Expression Controllable Portrait Animation

arXiv – CS AI|Taekyung Ki, Dongchan Min, Gyeongsu Chae|
🤖AI Summary

Researchers present Export3D, a new AI method for creating 3D-aware portrait animations from a single image with controllable facial expressions and camera angles. The technique uses a tri-plane generator and contrastive pre-training to avoid unwanted appearance changes when transferring expressions between different identities.

Key Takeaways
  • Export3D enables one-shot 3D portrait animation with expression and camera control from single images
  • The method uses tri-plane generation instead of traditional image warping for better appearance-expression separation
  • Contrastive pre-training framework prevents unwanted appearance swapping during cross-identity expression transfer
  • The approach generates 3D-aware images through differentiable volume rendering
  • Research advances controllable portrait animation without relying on heavy image warping techniques
Read Original →via arXiv – CS AI
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