mlsanityData to 7 Oct 2026

G-SHARP: Gaussian Surgical Hardware Accelerated Real-time Pipeline

arXiv 2512.02482 ↗First posted 2 Dec 2025cs.CVcited by 0

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Abstract (arXiv)

We propose G-SHARP, a commercially compatible, real-time surgical scene reconstruction framework designed for minimally invasive procedures that require fast and accurate 3D modeling of deformable tissue. While recent Gaussian splatting approaches have advanced real-time endoscopic reconstruction, existing implementations often depend on non-commercial derivatives, limiting deployability. G-SHARP overcomes these constraints by being the first surgical pipeline built natively on the GSplat (Apache-2.0) differentiable Gaussian rasterizer, enabling principled deformation modeling, robust occlusion handling, and high-fidelity reconstructions on the EndoNeRF pulling benchmark. Our results demonstrate state-of-the-art reconstruction quality with strong speed-accuracy trade-offs suitable for intra-operative use. Finally, we provide a Holoscan SDK application that deploys G-SHARP on NVIDIA IGX Orin and Thor edge hardware, enabling real-time surgical visualization in practical operating-room settings.

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 9 of its 19 references that are in the map. First posted on arXiv 2 Dec 2025.

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9 of 19 references.

References · 9

  1. 20233D Gaussian Splatting for Real-Time Radiance Field Renderingcited by 6,141
  2. 2024gsplat: An Open-Source Library for Gaussian Splattingcited by 279
  3. 2022Neural Rendering for Stereo 3D Reconstruction of Deformable Tissues in Robotic Surgerycited by 122
  4. 2024Endo-4DGS: Endoscopic Monocular Scene Reconstruction with 4D Gaussian Splattingcited by 43
  5. 2024Deform3DGS: Flexible Deformation for Fast Surgical Scene Reconstruction with Gaussian Splattingcited by 37
  6. 2024EndoGaussian: Real-time Gaussian Splatting for Dynamic Endoscopic Scene Reconstructioncited by 20
  7. 2024SurgicalGaussian: Deformable 3D Gaussians for High-Fidelity Surgical Scene Reconstructioncited by 11
  8. 2025Surgical Gaussian Surfels: Highly Accurate Real-time Surgical Scene Rendering using Gaussian Surfelscited by 10
  9. 2025EndoWave: 4D Gaussian Splatting with Rational Wavelet for Endoscopic Reconstructioncited by 4

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