evolving-high-quality-rendering-and-reconstruction-in-a-unified-framework-with

MrNeRF (@janusch_patas)

2025-03-04 | ❤️ 36 | 🔁 1

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Evolving High-Quality Rendering and Reconstruction in a Unified Framework with Contribution-Adaptive Regularization

Contributions:

1. We identify the key bottleneck in developing a unified, efficient, and effective framework for both rendering and reconstruction.

2. We propose to learn the adaptive contribution of each Gaussian primitive, addressing the inherent conflict in creating a unified framework for rendering and reconstruction.

3. We introduce a geometry-guided densification strategy to enhance the model’s ability to capture fine details.

4. Our unified framework simultaneously achieves high-quality rendering and reconstruction while consuming significantly less storage than previous methods (see Fig. 1).

미디어

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Tags

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