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README

BEVDiffuser: Plug-and-Play Diffusion Model for BEV Denoising with Ground-Truth Guidance

CVPR 2025 Highlight

Paper PDF Project Page

BEVDiffuser Teaser

Official implementation of BEVDiffuser.

BEVDiffuser with BEVFormer

Acknowledgement

Large parts of the code base are inspied and build on top of the following projects: - BEVFormer - LayoutDiffusion - diffusers

Citation

If find this work helpful, please consider citing: (bibtex)

@InProceedings{ye2025bevdiffuser,
    author={Ye, Xin and Yaman, Burhaneddin and Cheng, Sheng and Tao, Feng and Mallik, Abhirup and Ren, Liu},
    title={BEVDiffuser: Plug-and-Play Diffusion Model for BEV Denoising with Ground-Truth Guidance},
    booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
    month = {June},
    year = {2025}
}

Core symbols most depended-on inside this repo

Shape

Method 467
Function 207
Class 120
Route 1

Languages

Python100%

Modules by API surface

BEVFormer/projects/mmdet3d_plugin/dd3d/structures/transform3d.py39 symbols
BEVFormer/projects/bevdiffuser/layout_diffusion/layout_diffusion_unet.py33 symbols
BEVFormer/projects/mmdet3d_plugin/dd3d/structures/boxes3d.py25 symbols
BEVFormer/projects/bevdiffuser/layout_diffusion/layout_encoder.py22 symbols
BEVFormer/projects/mmdet3d_plugin/datasets/pipelines/transform_3d.py21 symbols
BEVFormer/projects/mmdet3d_plugin/models/backbones/vovnet.py20 symbols
BEVFormer/projects/mmdet3d_plugin/datasets/nuscnes_eval.py18 symbols
BEVFormer/projects/mmdet3d_plugin/datasets/nuscenes_mono_dataset.py17 symbols
BEVFormer/projects/bevdiffuser/layout_diffusion/nn.py17 symbols
BEVFormer/tools/data_converter/scannet_data_utils.py16 symbols
BEVFormer/projects/bevdiffuser/data_utils.py16 symbols
BEVFormer/tools/data_converter/kitti_data_utils.py15 symbols

For agents

$ claude mcp add BEVDiffuser \
  -- python -m otcore.mcp_server <graph>

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