MrNeRF (@janusch_patas)

2025-03-04 | โค๏ธ 83 | ๐Ÿ” 4


DoF-Gaussian: Controllable Depth-of-Field for 3D Gaussian Splatting

Abstract (excerpt): In this paper, we introduce DoF-Gaussian, a controllable depth-of-field method for 3D-GS. We develop a lens-based imaging model based on geometric optics principles to control DoF effects.

To ensure accurate scene geometry, we incorporate depth priors adjusted per scene and apply defocus-to-focus adaptation to minimize the gap in the circle of confusion. We also introduce a synthetic dataset to assess refocusing capabilities and the modelโ€™s ability to learn precise lens parameters.

Our framework is customizable and supports various interactive applications. Extensive experiments confirm the effectiveness of our method.

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Tags

domain-vision-3d domain-dev-tools domain-visionos