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image Gaga: Group Any Gaussians via 3D-aware Memory Bank

Weijie Lyu, Xueting Li, Abhijit Kundu, Yi-Hsuan Tsai, Ming-Hsuan Yang
University of California, Merced - NVIDIA Reaserch - Google DeepMind - Atmanity Inc.

Website Paper Video

image

Gaga groups any Gaussians in an open-world 3D scene and renders multi-view consistent class-agnostic segmentation.

Usage

Please refer to USAGE.md for installation and usage.

Results

🗺️ Open-world 3D Segmentation

MipNeRF 360

MipNeRF_360.mov

Replica

Replica.mov

ScanNet

ScanNet.mov

🖌️ Scene Editing

✨ Change the color of cushion on to maroon 🟥
✨ Remove

scene_editing.mov

Citation

If you find our work useful for your project, please consider citing our paper.

@misc{lyu2024gaga,
      title={Gaga: Group Any Gaussians via 3D-aware Memory Bank}, 
      author={Weijie Lyu and Xueting Li and Abhijit Kundu and Yi-Hsuan Tsai and Ming-Hsuan Yang},
      year={2024},
      eprint={2404.07977},
      archivePrefix={arXiv},
      primaryClass={cs.CV}
}