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SHACIRA: Scalable HAsh-grid Compression for Implicit Neural Representations
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2026-02-17 10:24:02
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SHACIRA: Scalable HAsh-grid Compression for Implicit Neural Representations SHACIRA: Scalable HAsh-grid Compression for Implicit Neural Representations Sharath Girish Abhinav Shrivastava Kamal Gupta University of Maryland, College Park ICCV 2023 Paper arXiv Code Poster Video We introduce an end-to-end compression framework for feature-grid INRs achieving data compression for various domains such as images, videos, NeRFs. We demonstrate the effectiveness of SHACIRA for two tasks. The top row reconstructs NeRF from 2D images and their camera poses using Instant-NGP , VQAD , and ours. The bottom row shows a gigapixel image at 21450x56718 resolution (cropped for visualization) encoded using Instant-NGP, JPEG, and ours (SHACIRA). For each example, we zoom into two crops to compare different methods. We show overall PSNR and size required by each method. Our method can capture high-resolution details wit...
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