Semantic Matching 1

Semantic Alignment

• Spatial Transformer Networks

  • Differentiable spatial transformation
    • Localisation network
    • Parameterised Sampling Grid
    • Differentiable Image Sampling

• GeoCNN, weakalign, A2Net

• NC-Net, Sparse-NC-Net, CHM

• Neighbourhood Consensus Networks (NCNet)

  • Loss functions
    • weakly supervised training
  • Memory issue
  • Cannot handle high-resolution images

• Sparse-NCNet

  • Minkowski Engine

• Convolutional Hough Matching Networks (CHM)

참조

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