Discovery of Latent 3D Keypoints via End-to-End Geometric Reasoning

Discovery of Latent 3D Keypoints via End-to-End Geometric Reasoning

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Discovery of Latent 3D Keypoints via End-to-End Geometric Reasoning

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  1. 1 Discovery of Latent 3 Keypoints via End-to- Geometric Reasonin
  2. 2 Overview
  3. 3 Problem
  4. 4 KeypointNet: The Goal (Testing)
  5. 5 KeypointNet: The Setup (Training) Image
  6. 6 Multi-view Consistency Loss
  7. 7 Relative Pose Estimation Loss
  8. 8 Regarding Keypoints (p. 2)
  9. 9 Keypoint Net: Architecture
  10. 10 Testing Methodology
  11. 11 Quantitative Results (p. 2)
  12. 12 Qualitative Results (p. 2)
  13. 13 Qualitative Results p. 3, failure ca
  14. 14 Additional Results (ablation, primary losses)
  15. 15 Additional Results (other testing)
  16. 16 Additional Results proof-of-concept Imag
  17. 17 More Information
  18. 18 Summary • Semi-supervised end-to-end keypoint find • Combines keypoint and geometry learning network • Outperforms supervised method

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