Self-supervised Monocular Depth Estimation with Semantic-aware Depth Features

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self-supervision by matching input frames

  • encoder as a multitask learner: residual adapter and squeeze and excitation
  • decoder: cross propagation and affinity propagation
  • warping between frames
  • semantic supervision from pretrained deeplabv3+