MrNeRF (@janusch_patas)

2025-04-21 | โค๏ธ 97 | ๐Ÿ” 13


Volume Encoding Gaussians: Transfer Function-Agnostic 3D Gaussians for Volume Rendering

Contributions: โ€ข A high-quality, compressed representation (VEG) for structured and unstructured volume data using 3D Gaussians, enabling real-time rendering of large volumes with arbitrary transfer functions.

โ€ข A direct initialization pipeline from volume data, eliminating the need for structure-from-motion scene reconstruction tools.

โ€ข An opacity-guided multi-transfer-function training strategy, ensuring accurate reconstruction across an entire scalar field.

โ€ข A comprehensive evaluation demonstrating that VEG achieves high reconstruction quality, extreme compression (up to 1800ร—), and interactive visualization on large-scale scientific volumes.

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Tags

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