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StreamSplat: Towards Online Dynamic 3D Reconstruction from Uncalibrated Video Streams

  • Real-time reconstruction of dynamic 3D scenes from uncalibrated video streams is important for real-world applications.
  • StreamSplat is introduced as a fully feed-forward framework for transforming uncalibrated video streams into dynamic 3D Gaussian Splatting representations online.
  • Key technical innovations include a probabilistic sampling mechanism in the static encoder and a bidirectional deformation field in the dynamic decoder for robust and efficient dynamic modeling.
  • StreamSplat has shown better performance in reconstruction quality and dynamic scene modeling compared to previous methods, and supports online reconstruction of long video streams.

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