Papers › Ref-GS: Directional Factorization for 2D Gaussian Splatting

Ref-GS: Directional Factorization for 2D Gaussian Splatting

1 Dec 2024CVPR 2025 1arXiv:2412.00905archive 2025-07-28

Youjia Zhang, Anpei Chen, Yumin Wan, Zikai Song, Junqing Yu, Yawei Luo, Wei Yang

In this paper, we introduce Ref-GS, a novel approach for directional light factorization in 2D Gaussian splatting, which enables photorealistic view-dependent appearance rendering and precise geometry recovery. Ref-GS builds upon the deferred rendering of Gaussian splatting and applies directional encoding to the deferred-rendered surface, effectively reducing the ambiguity between orientation and viewing angle. Next, we introduce a spherical Mip-grid to capture varying levels of surface roughness, enabling roughness-aware Gaussian shading. Additionally, we propose a simple yet efficient geometry-lighting factorization that connects geometry and lighting via the vector outer product, significantly reducing renderer overhead when integrating volumetric attributes. Our method achieves superior photorealistic rendering for a range of open-world scenes while also accurately recovering geometry.

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gaussian YoujiaZhang/Ref-GS/utils/loss_utils.py official repository ran · honoured contract fingerprinted MIT (permissive) · c56b7ef16f309a45 · report
l1_loss YoujiaZhang/Ref-GS/utils/loss_utils.py official repository ran fingerprinted MIT (permissive) · ac0e42d6fbcfbbe6 · report
l2_loss YoujiaZhang/Ref-GS/utils/loss_utils.py official repository ran fingerprinted MIT (permissive) · 8c3b0f873ba11813 · report
normalize_activation YoujiaZhang/Ref-GS/lpipsPyTorch/modules/utils.py official repository ran fingerprinted MIT (permissive) · 1dab900b2adbe38e · report
read_next_bytes YoujiaZhang/Ref-GS/scene/colmap_loader.py official repository ran · honoured contract MIT (permissive) · 56858e04e6fdb2ff · report
get_network YoujiaZhang/Ref-GS/lpipsPyTorch/modules/networks.py official repository unverified MIT (permissive) · 07bd0da29c4dc7bb · report
get_state_dict YoujiaZhang/Ref-GS/lpipsPyTorch/modules/utils.py official repository unverified MIT (permissive) · b06f27c08cf5d0ca · report
prepare_output_and_logger YoujiaZhang/Ref-GS/train-NeRF.py official repository unverified MIT (permissive) · 14c1f8cb24f602cf · report
prepare_output_and_logger YoujiaZhang/Ref-GS/train-NeRO.py official repository unverified MIT (permissive) · c80af193336d9809 · report
prepare_output_and_logger YoujiaZhang/Ref-GS/train-real.py official repository unverified MIT (permissive) · 495defa964436eba · report
qvec2rotmat YoujiaZhang/Ref-GS/scene/colmap_loader.py official repository unverified MIT (permissive) · 6ce64cf0fbcd6bb1 · report
rotmat2qvec YoujiaZhang/Ref-GS/scene/colmap_loader.py official repository unverified MIT (permissive) · 659bc4e7e63ed8f9 · report

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