Surface Reconstruction

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

9 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

30 shown of 257 papers with code (624 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• NeuS: Learning Neural Implicit Surfaces by Volume Rendering for Multi-view Reconstruction
  20 Jun 2021 7 repositories listed Syntology ran 8 of 16 samples · 8 unverified
  In NeuS, we propose to represent a surface as the zero-level set of a signed distance function (SDF) and develop a new volume rendering method to train a neural SDF representation.
• R²-Gaussian: Rectifying Radiative Gaussian Splatting for Tomographic Reconstruction
  31 May 2024 3 repositories listed Syntology ran 17 of 19 samples · 2 unverified · 19 pointer-only (licence)
  3D Gaussian splatting (3DGS) has shown promising results in image rendering and surface reconstruction.
• NeuS2: Fast Learning of Neural Implicit Surfaces for Multi-view Reconstruction
  10 Dec 2022 3 repositories listed
  Recent methods for neural surface representation and rendering, for example NeuS, have demonstrated the remarkably high-quality reconstruction of static scenes.
• Habitat-Matterport 3D Dataset (HM3D): 1000 Large-scale 3D Environments for Embodied AI
  16 Sep 2021 3 repositories listed Syntology ran 0 of 2 samples · 2 unverified · 2 pointer-only (licence)
  When compared to existing photorealistic 3D datasets such as Replica, MP3D, Gibson, and ScanNet, images rendered from HM3D have 20 - 85% higher visual fidelity w.
• NeuralRecon: Real-Time Coherent 3D Reconstruction from Monocular Video
  1 Apr 2021 3 repositories listed Syntology ran 2 of 7 samples · 5 unverified
  We present a novel framework named NeuralRecon for real-time 3D scene reconstruction from a monocular video.
• Multiview Neural Surface Reconstruction by Disentangling Geometry and Appearance
  22 Mar 2020 3 repositories listed Syntology ran 1 of 7 samples · 6 unverified
  In this work we address the challenging problem of multiview 3D surface reconstruction.
• Patch-based Progressive 3D Point Set Upsampling
  27 Nov 2018 3 repositories listed
  We present a detail-driven deep neural network for point set upsampling.
• Multi-view Surface Reconstruction Using Normal and Reflectance Cues
  4 Jun 2025 2 repositories listed
  Achieving high-fidelity 3D surface reconstruction while preserving fine details remains challenging, especially in the presence of materials with complex reflectance properties and without a dense-view setup.
• Spiking GS: Towards High-Accuracy and Low-Cost Surface Reconstruction via Spiking Neuron-based Gaussian Splatting
  9 Oct 2024 2 repositories listed
  Despite recent advances in improving surface reconstruction accuracy, the reconstructed results still exhibit bias and suffer from inefficiency in storage and training.
• Gaussian Opacity Fields: Efficient Adaptive Surface Reconstruction in Unbounded Scenes
  16 Apr 2024 2 repositories listed Syntology ran 4 of 4 samples · 0 unverified · 4 pointer-only (licence)
  Recently, 3D Gaussian Splatting (3DGS) has demonstrated impressive novel view synthesis results, while allowing the rendering of high-resolution images in real-time.
• Learning a More Continuous Zero Level Set in Unsigned Distance Fields through Level Set Projection
  22 Aug 2023 2 repositories listed Syntology ran 4 of 4 samples · 0 unverified
  We pull the non-zero level sets onto the zero level set with gradient constraints which align gradients over different level sets and correct unsigned distance errors on the zero level set, leading to a smoother and…
• Co-SLAM: Joint Coordinate and Sparse Parametric Encodings for Neural Real-Time SLAM
  27 Apr 2023 2 repositories listed Syntology ran 3 of 8 samples · 5 unverified
  We present Co-SLAM, a neural RGB-D SLAM system based on a hybrid representation, that performs robust camera tracking and high-fidelity surface reconstruction in real time.
• Neural Vector Fields: Implicit Representation by Explicit Learning
  8 Mar 2023 2 repositories listed Syntology ran 4 of 7 samples · 3 unverified
  Deep neural networks (DNNs) are widely applied for nowadays 3D surface reconstruction tasks and such methods can be further divided into two categories, which respectively warp templates explicitly by moving vertices or…
• DMNet: Delaunay Meshing Network for 3D Shape Representation
  1 Jan 2023 2 repositories listed
  We model the Delaunay triangulation as a dual graph, extract local geometric information from the points, and embed it into the structural representation of Delaunay triangulation in an organic way, benefiting…
• LION: Latent Point Diffusion Models for 3D Shape Generation
  12 Oct 2022 2 repositories listed
  To advance 3D DDMs and make them useful for digital artists, we require (i) high generation quality, (ii) flexibility for manipulation and applications such as conditional synthesis and shape interpolation, and (iii)…
• RangeUDF: Semantic Surface Reconstruction from 3D Point Clouds
  19 Apr 2022 2 repositories listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  We present RangeUDF, a new implicit representation based framework to recover the geometry and semantics of continuous 3D scene surfaces from point clouds.
• Neural Dual Contouring
  4 Feb 2022 2 repositories listed Syntology ran 0 of 8 samples · 8 unverified
  We introduce neural dual contouring (NDC), a new data-driven approach to mesh reconstruction based on dual contouring (DC).
• Extracting Triangular 3D Models, Materials, and Lighting From Images
  24 Nov 2021 2 repositories listed
  We present an efficient method for joint optimization of topology, materials and lighting from multi-view image observations.
• Score-Based Point Cloud Denoising
  23 Jul 2021 2 repositories listed Syntology ran 2 of 3 samples · 1 unverified
  Since p * n is unknown at test-time, and we only need the score (i.
• Shape As Points: A Differentiable Poisson Solver
  7 Jun 2021 2 repositories listed Syntology ran 6 of 7 samples · 1 unverified
  However, the implicit nature of neural implicit representations results in slow inference time and requires careful initialization.
• UNISURF: Unifying Neural Implicit Surfaces and Radiance Fields for Multi-View Reconstruction
  20 Apr 2021 2 repositories listed Syntology ran 8 of 10 samples · 2 unverified
  At the same time, neural radiance fields have revolutionized novel view synthesis.
• Neural RGB-D Surface Reconstruction
  9 Apr 2021 2 repositories listed Syntology ran 2 of 6 samples · 4 unverified · 3 pointer-only (licence)
  Obtaining high-quality 3D reconstructions of room-scale scenes is of paramount importance for upcoming applications in AR or VR.
• Point2Skeleton: Learning Skeletal Representations from Point Clouds
  1 Dec 2020 2 repositories listed
  We introduce Point2Skeleton, an unsupervised method to learn skeletal representations from point clouds.
• Neural-Pull: Learning Signed Distance Functions from Point Clouds by Learning to Pull Space onto Surfaces
  26 Nov 2020 2 repositories listed Syntology ran 1 of 1 samples · 0 unverified
  Specifically, we train a neural network to pull query 3D locations to their closest points on the surface using the predicted signed distance values and the gradient at the query locations, both of which are computed by…
• Reconstruction and Quantification of 3D Iris Surface for Angle-Closure Glaucoma Detection in Anterior Segment OCT
  9 Jun 2020 2 repositories listed
  We consider it to be the first work to detect angle-closure glaucoma by means of 3D representation.
• Surface Reconstruction from 3D Line Segments
  1 Nov 2019 2 repositories listed
  In man-made environments such as indoor scenes, when point-based 3D reconstruction fails due to the lack of texture, lines can still be detected and used to support surfaces.
• HumanMeshNet: Polygonal Mesh Recovery of Humans
  19 Aug 2019 2 repositories listed
  3D Human Body Reconstruction from a monocular image is an important problem in computer vision with applications in virtual and augmented reality platforms, animation industry, en-commerce domain, etc.
• Controlling Neural Level Sets
  28 May 2019 2 repositories listed
  In turn, the sample network can be used to incorporate the level set samples into a loss function of interest.
• Convolutional Neural Networks on non-uniform geometrical signals using Euclidean spectral transformation
  7 Jan 2019 2 repositories listed
  It has been challenging to analyze signals with mixed topologies (for example, point cloud with surface mesh).
• Anti-Aliased 2D Gaussian Splatting
  12 Jun 2025 1 repository listed Syntology ran 4 of 4 samples · 0 unverified · 4 pointer-only (licence)
  2D Gaussian Splatting (2DGS) has recently emerged as a promising method for novel view synthesis and surface reconstruction, offering better view-consistency and geometric accuracy than volumetric 3DGS.

Syntology lines on 17 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.