Surface reconstruction from point clouds: A survey and a benchmark

Z Huang, Y Wen, Z Wang, J Ren… - IEEE transactions on …, 2024 - ieeexplore.ieee.org
Reconstruction of a continuous surface of two-dimensional manifold from its raw, discrete
point cloud observation is a long-standing problem in computer vision and graphics …

Advancing extended reality with 3d gaussian splatting: Innovations and prospects

S Qiu, B Xie, Q Liu, PA Heng - arXiv preprint arXiv:2412.06257, 2024 - arxiv.org
3D Gaussian Splatting (3DGS) has attracted significant attention for its potential to
revolutionize 3D representation, rendering, and interaction. Despite the rapid growth of …

Rethinking the approximation error in 3d surface fitting for point cloud normal estimation

H Du, X Yan, J Wang, D Xie… - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
Most existing approaches for point cloud normal estimation aim to locally fit a geometric
surface and calculate the normal from the fitted surface. Recently, learning-based methods …

Sira-pcr: Sim-to-real adaptation for 3d point cloud registration

S Chen, H Xu, R Li, G Liu, CW Fu… - Proceedings of the …, 2023 - openaccess.thecvf.com
Point cloud registration is essential for many applications. However, existing real datasets
require extremely tedious and costly annotations, yet may not provide accurate camera …

Fast learning of signed distance functions from noisy point clouds via noise to noise mapping

J Zhou, B Ma, YS Liu - IEEE transactions on pattern analysis …, 2024 - ieeexplore.ieee.org
Learning signed distance functions (SDFs) from point clouds is an important task in 3D
computer vision. However, without ground truth signed distances, point normals or clean …

Neural point-based volumetric avatar: Surface-guided neural points for efficient and photorealistic volumetric head avatar

C Wang, D Kang, YP Cao, L Bao, Y Shan… - SIGGRAPH Asia 2023 …, 2023 - dl.acm.org
Rendering photorealistic and dynamically moving human heads is crucial for ensuring a
pleasant and immersive experience in AR/VR and video conferencing applications …

NumGrad-Pull: Numerical Gradient Guided Tri-plane Representation for Surface Reconstruction from Point Clouds

R Cui, S Qiu, J Liu, S Anwar, N Barnes - arXiv preprint arXiv:2411.17392, 2024 - arxiv.org
Reconstructing continuous surfaces from unoriented and unordered 3D points is a
fundamental challenge in computer vision and graphics. Recent advancements address this …

MS2Mesh-XR: Multi-modal Sketch-to-Mesh Generation in XR Environments

Y Tong, Y Qiu, R Li, S Qiu, PA Heng - arXiv preprint arXiv:2412.09008, 2024 - arxiv.org
We present MS2Mesh-XR, a novel multi-modal sketch-to-mesh generation pipeline that
enables users to create realistic 3D objects in extended reality (XR) environments using …

A Review on the Deep Learning-based Surface Reconstruction from the Point Clouds

C He, H Shou, J Zhou - Recent Patents on Engineering, 2024 - ingentaconnect.com
Background: Point cloud has become one of the most important data formats for 3D
presentation because of the increased availability of acquisition devices and its wide …