Multi-View 3D Reconstruction

Benchmarks archive 2025-07-28

1 leaderboard table shown for this task, 1 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

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

2 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 36 papers with code (60 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.

• Pix2Vox: Context-aware 3D Reconstruction from Single and Multi-view Images
  31 Jan 2019 5 repositories listed Syntology ran 1 of 9 samples · 8 unverified
  Then, a context-aware fusion module is introduced to adaptively select high-quality reconstructions for each part (e.
• Refine3DNet: Scaling Precision in 3D Object Reconstruction from Multi-View RGB Images using Attention
  1 Dec 2024 2 repositories listed
  Generating 3D models from multi-view 2D RGB images has gained significant attention, extending the capabilities of technologies like Virtual Reality, Robotic Vision, and human-machine interaction.
• TetWeave: Isosurface Extraction using On-The-Fly Delaunay Tetrahedral Grids for Gradient-Based Mesh Optimization
  7 May 2025 1 repository listed
  We introduce TetWeave, a novel isosurface representation for gradient-based mesh optimization that jointly optimizes the placement of a tetrahedral grid used for Marching Tetrahedra and a novel directional signed…
• Fast3R: Towards 3D Reconstruction of 1000+ Images in One Forward Pass
  23 Jan 2025 1 repository listed
  Multi-view 3D reconstruction remains a core challenge in computer vision, particularly in applications requiring accurate and scalable representations across diverse perspectives.
• Dual-Level Precision Edges Guided Multi-View Stereo with Accurate Planarization
  29 Dec 2024 1 repository listed
  The reconstruction of low-textured areas is a prominent research focus in multi-view stereo (MVS).
• Lotus: Diffusion-based Visual Foundation Model for High-quality Dense Prediction
  26 Sep 2024 1 repository listed Syntology ran 6 of 14 samples · 8 unverified
  In this paper, we provide a systemic analysis of the diffusion formulation for the dense prediction, focusing on both quality and efficiency.
• EFM3D: A Benchmark for Measuring Progress Towards 3D Egocentric Foundation Models
  14 Jun 2024 1 repository listed Syntology ran 3 of 3 samples · 0 unverified
  The advent of wearable computers enables a new source of context for AI that is embedded in egocentric sensor data.
• SuperNormal: Neural Surface Reconstruction via Multi-View Normal Integration
  8 Dec 2023 1 repository listed Syntology ran 9 of 10 samples · 1 unverified
  We present SuperNormal, a fast, high-fidelity approach to multi-view 3D reconstruction using surface normal maps.
• RNb-NeuS: Reflectance and Normal-based Multi-View 3D Reconstruction
  2 Dec 2023 1 repository listed
  This paper introduces a versatile paradigm for integrating multi-view reflectance (optional) and normal maps acquired through photometric stereo.
• GC-MVSNet: Multi-View, Multi-Scale, Geometrically-Consistent Multi-View Stereo
  30 Oct 2023 1 repository listed
  Traditional multi-view stereo (MVS) methods rely heavily on photometric and geometric consistency constraints, but newer machine learning-based MVS methods check geometric consistency across multiple source views only…
• IDDR-NGP: Incorporating Detectors for Distractors Removal with Instant Neural Radiance Field
  27 Oct 2023 1 repository listed
  To validate the effectiveness and robustness of IDDR-NGP, we provide a wide range of distractors with corresponding annotated labels added to both realistic and synthetic scenes.
• Implicit Shape and Appearance Priors for Few-Shot Full Head Reconstruction
  12 Oct 2023 1 repository listed
  Recent advancements in learning techniques that employ coordinate-based neural representations have yielded remarkable results in multi-view 3D reconstruction tasks.
• PoRF: Pose Residual Field for Accurate Neural Surface Reconstruction
  11 Oct 2023 1 repository listed Syntology ran 2 of 4 samples · 2 unverified
  On the MobileBrick dataset that contains casually captured unbounded 360-degree videos, our method refines ARKit poses and improves the reconstruction F1 score from 69.
• Long-Range Grouping Transformer for Multi-View 3D Reconstruction
  17 Aug 2023 1 repository listed
  The tokens in each group are sampled from all views and can provide macro representation for the resided view.
• ObjectSDF++: Improved Object-Compositional Neural Implicit Surfaces
  15 Aug 2023 1 repository listed Syntology ran 8 of 10 samples · 2 unverified
  Unlike traditional multi-view stereo approaches, the neural implicit surface-based methods leverage neural networks to represent 3D scenes as signed distance functions (SDFs).
• PAPR: Proximity Attention Point Rendering
  20 Jul 2023 1 repository listed
  PAPR effectively learns point cloud positions to represent the correct scene geometry, even when the initialization drastically differs from the target geometry.
• Ref-NeuS: Ambiguity-Reduced Neural Implicit Surface Learning for Multi-View Reconstruction with Reflection
  20 Mar 2023 1 repository listed
  We show that together with a reflection direction-dependent radiance, our model achieves high-quality surface reconstruction on reflective surfaces and outperforms the state-of-the-arts by a large margin.
• Hierarchical Prior Mining for Non-local Multi-View Stereo
  17 Mar 2023 1 repository listed
  3) A Hierarchical Prior Mining (HPM) framework, which is used to mine extensive non-local prior information at different scales to assist 3D model recovery, this strategy can achieve a considerable balance between the…
• Adaptive Patch Deformation for Textureless-Resilient Multi-View Stereo
  1 Jan 2023 1 repository listed
  To detect more anchor pixels to ensure better adaptive patch deformation, we propose to evaluate the matching ambiguity of a certain pixel by checking the convergence of the estimated depth as optimization proceeds.
• Multi-View Mesh Reconstruction with Neural Deferred Shading
  8 Dec 2022 1 repository listed
  While flexible, neural surface representations are a significant bottleneck in optimization runtime.
• GARNet: Global-Aware Multi-View 3D Reconstruction Network and the Cost-Performance Tradeoff
  4 Nov 2022 1 repository listed
  Deep learning technology has made great progress in multi-view 3D reconstruction tasks.
• Sphere-Guided Training of Neural Implicit Surfaces
  30 Sep 2022 1 repository listed
  In recent years, neural distance functions trained via volumetric ray marching have been widely adopted for multi-view 3D reconstruction.
• HM3D-ABO: A Photo-realistic Dataset for Object-centric Multi-view 3D Reconstruction
  24 Jun 2022 1 repository listed
  Reconstructing 3D objects is an important computer vision task that has wide application in AR/VR.
• MonoSDF: Exploring Monocular Geometric Cues for Neural Implicit Surface Reconstruction
  1 Jun 2022 1 repository listed Syntology ran 5 of 6 samples · 1 unverified
  Motivated by recent advances in the area of monocular geometry prediction, we systematically explore the utility these cues provide for improving neural implicit surface reconstruction.
• 3D-C2FT: Coarse-to-fine Transformer for Multi-view 3D Reconstruction
  29 May 2022 1 repository listed
  Recently, the transformer model has been successfully employed for the multi-view 3D reconstruction problem.
• Multi-sensor large-scale dataset for multi-view 3D reconstruction
  11 Mar 2022 1 repository listed
  We expect our dataset will be useful for evaluation and training of 3D reconstruction algorithms and for related tasks.
• Improving neural implicit surfaces geometry with patch warping
  17 Dec 2021 1 repository listed
  Neural implicit surfaces have become an important technique for multi-view 3D reconstruction but their accuracy remains limited.
• 3D-RETR: End-to-End Single and Multi-View 3D Reconstruction with Transformers
  17 Oct 2021 1 repository listed
  3D-RETR is capable of 3D reconstruction from a single view or multiple views.
• H3D-Net: Few-Shot High-Fidelity 3D Head Reconstruction
  26 Jul 2021 1 repository listed
  In this paper, we tackle these limitations for the specific problem of few-shot full 3D head reconstruction, by endowing coordinate-based representations with a probabilistic shape prior that enables faster convergence…
• LegoFormer: Transformers for Block-by-Block Multi-view 3D Reconstruction
  23 Jun 2021 1 repository listed Syntology ran 1 of 8 samples · 7 unverified
  Most modern deep learning-based multi-view 3D reconstruction techniques use RNNs or fusion modules to combine information from multiple images after independently encoding them.

Syntology lines on 8 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.