iMAP Implicit Mapping and Positioning in Real-Time

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SLAM as an incremental learning problem

  • add new frames as keyframe only if they see new regions(> than 0.35)
  • sample points for rendering proportional to depth distribution
    • retain key frames with highest loss to prevent size of keyframes grow too large