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Buch ; Online: Compressing Explicit Voxel Grid Representations

Deng, Chenxi Lola / Tartaglione, Enzo

fast NeRFs become also small

2022  

Abstract: NeRFs have revolutionized the world of per-scene radiance field reconstruction because of their intrinsic compactness. One of the main limitations of NeRFs is their slow rendering speed, both at training and inference time. Recent research focuses on the ...

Abstract NeRFs have revolutionized the world of per-scene radiance field reconstruction because of their intrinsic compactness. One of the main limitations of NeRFs is their slow rendering speed, both at training and inference time. Recent research focuses on the optimization of an explicit voxel grid (EVG) that represents the scene, which can be paired with neural networks to learn radiance fields. This approach significantly enhances the speed both at train and inference time, but at the cost of large memory occupation. In this work we propose Re:NeRF, an approach that specifically targets EVG-NeRFs compressibility, aiming to reduce memory storage of NeRF models while maintaining comparable performance. We benchmark our approach with three different EVG-NeRF architectures on four popular benchmarks, showing Re:NeRF's broad usability and effectiveness.
Schlagwörter Computer Science - Computer Vision and Pattern Recognition ; Computer Science - Artificial Intelligence
Thema/Rubrik (Code) 006
Erscheinungsdatum 2022-10-23
Erscheinungsland us
Dokumenttyp Buch ; Online
Datenquelle BASE - Bielefeld Academic Search Engine (Lebenswissenschaftliche Auswahl)

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