Single-View 3D Reconstruction

Benchmarks archive 2025-07-28

9 leaderboard tables shown for this task, 9 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

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

Subtasks archive 2025-07-28

1 subtask in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

30 shown of 51 papers with code (98 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.

• Learning Implicit Fields for Generative Shape Modeling
  6 Dec 2018 4 repositories listed
  We advocate the use of implicit fields for learning generative models of shapes and introduce an implicit field decoder, called IM-NET, for shape generation, aimed at improving the visual quality of the generated shapes.
• PQ-NET: A Generative Part Seq2Seq Network for 3D Shapes
  25 Nov 2019 3 repositories listed Syntology ran 0 of 3 samples · 3 unverified
  We introduce PQ-NET, a deep neural network which represents and generates 3D shapes via sequential part assembly.
• DISN: Deep Implicit Surface Network for High-quality Single-view 3D Reconstruction
  26 May 2019 3 repositories listed Syntology ran 1 of 1 samples · 0 unverified
  Reconstructing 3D shapes from single-view images has been a long-standing research problem.
• Gamba: Marry Gaussian Splatting with Mamba for single view 3D reconstruction
  27 Mar 2024 2 repositories listed
  We tackle the challenge of efficiently reconstructing a 3D asset from a single image at millisecond speed.
• SyncDreamer: Generating Multiview-consistent Images from a Single-view Image
  7 Sep 2023 2 repositories listed Syntology ran 8 of 11 samples · 3 unverified
  In this paper, we present a novel diffusion model called that generates multiview-consistent images from a single-view image.
• Share With Thy Neighbors: Single-View Reconstruction by Cross-Instance Consistency
  21 Apr 2022 2 repositories listed
  Approaches for single-view reconstruction typically rely on viewpoint annotations, silhouettes, the absence of background, multiple views of the same instance, a template shape, or symmetry.
• MonoScene: Monocular 3D Semantic Scene Completion
  1 Dec 2021 2 repositories listed Syntology ran 3 of 6 samples · 3 unverified
  MonoScene proposes a 3D Semantic Scene Completion (SSC) framework, where the dense geometry and semantics of a scene are inferred from a single monocular RGB image.
• Learning to Detect 3D Reflection Symmetry for Single-View Reconstruction
  17 Jun 2020 2 repositories listed
  In this work, we focus on object-level 3D reconstruction and present a geometry-based end-to-end deep learning framework that first detects the mirror plane of reflection symmetry that commonly exists in man-made…
• Soft Rasterizer: A Differentiable Renderer for Image-based 3D Reasoning
  3 Apr 2019 2 repositories listed Syntology ran 1 of 11 samples · 10 unverified
  Rendering bridges the gap between 2D vision and 3D scenes by simulating the physical process of image formation.
• Semi-supervised Single-view 3D Reconstruction via Multi Shape Prior Fusion Strategy and Self-Attention
  23 Nov 2024 1 repository listed
  In the domain of single-view 3D reconstruction, traditional techniques have frequently relied on expensive and time-intensive 3D annotation data.
• M3D: Dual-Stream Selective State Spaces and Depth-Driven Framework for High-Fidelity Single-View 3D Reconstruction
  19 Nov 2024 1 repository listed
  Existing neural implicit 3D representation methods face significant difficulties in balancing the extraction of global and local features, particularly in diverse and complex environments, leading to insufficient…
• Unique3D: High-Quality and Efficient 3D Mesh Generation from a Single Image
  30 May 2024 1 repository listed Syntology ran 1 of 1 samples · 0 unverified
  In this work, we introduce Unique3D, a novel image-to-3D framework for efficiently generating high-quality 3D meshes from single-view images, featuring state-of-the-art generation fidelity and strong generalizability.
• Gen3DSR: Generalizable 3D Scene Reconstruction via Divide and Conquer from a Single View
  4 Apr 2024 1 repository listed
  We purposely design our pipeline to be highly modular with independent, self-contained modules, to avoid the need for end-to-end training of the whole system.
• Splatter Image: Ultra-Fast Single-View 3D Reconstruction
  20 Dec 2023 1 repository listed Syntology ran 5 of 8 samples · 3 unverified
  Splatter Image is based on Gaussian Splatting, which allows fast and high-quality reconstruction of 3D scenes from multiple images.
• Triplane Meets Gaussian Splatting: Fast and Generalizable Single-View 3D Reconstruction with Transformers
  14 Dec 2023 1 repository listed Syntology ran 1 of 4 samples · 3 unverified
  Recent advancements in 3D reconstruction from single images have been driven by the evolution of generative models.
• Two-stage Synthetic Supervising and Multi-view Consistency Self-supervising based Animal 3D Reconstruction by Single Image
  22 Nov 2023 1 repository listed
  To address this challenge, we propose the combination of two-stage supervised and self-supervised training to address the challenge of obtaining animal cooperation for 3D scanning.
• Wonder3D: Single Image to 3D using Cross-Domain Diffusion
  23 Oct 2023 1 repository listed Syntology ran 1 of 1 samples · 0 unverified
  In this work, we introduce Wonder3D, a novel method for efficiently generating high-fidelity textured meshes from single-view images.
• LIST: Learning Implicitly from Spatial Transformers for Single-View 3D Reconstruction
  23 Jul 2023 1 repository listed
  We utilize global 2D features to predict a coarse shape of the target object and then use it as a base for higher-resolution reconstruction.
• NU-MCC: Multiview Compressive Coding with Neighborhood Decoder and Repulsive UDF
  18 Jul 2023 1 repository listed Syntology ran 11 of 16 samples · 5 unverified · 2 pointer-only (licence)
  Second, our Repulsive UDF is a novel alternative to the occupancy field used in MCC, significantly improving the quality of 3D object reconstruction.
• Generative Proxemics: A Prior for 3D Social Interaction from Images
  15 Jun 2023 1 repository listed
  To address this, we present a novel approach that learns a prior over the 3D proxemics two people in close social interaction and demonstrate its use for single-view 3D reconstruction.
• Viewset Diffusion: (0-)Image-Conditioned 3D Generative Models from 2D Data
  13 Jun 2023 1 repository listed
  We fit a diffusion model to a large number of viewsets for a given category of objects.
• PAniC-3D: Stylized Single-view 3D Reconstruction from Portraits of Anime Characters
  25 Mar 2023 1 repository listed
  We propose PAniC-3D, a system to reconstruct stylized 3D character heads directly from illustrated (p)ortraits of (ani)me (c)haracters.
• Zero-1-to-3: Zero-shot One Image to 3D Object
  20 Mar 2023 1 repository listed Syntology ran 8 of 12 samples · 4 unverified
  We introduce Zero-1-to-3, a framework for changing the camera viewpoint of an object given just a single RGB image.
• Let 2D Diffusion Model Know 3D-Consistency for Robust Text-to-3D Generation
  14 Mar 2023 1 repository listed
  Text-to-3D generation has shown rapid progress in recent days with the advent of score distillation, a methodology of using pretrained text-to-2D diffusion models to optimize neural radiance field (NeRF) in the…
• UMIFormer: Mining the Correlations between Similar Tokens for Multi-View 3D Reconstruction
  27 Feb 2023 1 repository listed
  We empirically demonstrate on ShapeNet and confirm that our decoupled learning method is adaptable for unstructured multiple images.
• Multiview Compressive Coding for 3D Reconstruction
  19 Jan 2023 1 repository listed Syntology ran 4 of 6 samples · 2 unverified · 6 pointer-only (licence)
  We introduce a simple framework that operates on 3D points of single objects or whole scenes coupled with category-agnostic large-scale training from diverse RGB-D videos.
• NeuralLift-360: Lifting An In-the-wild 2D Photo to A 3D Object with 360° Views
  29 Nov 2022 1 repository listed
  In this work, we study the challenging task of lifting a single image to a 3D object and, for the first time, demonstrate the ability to generate a plausible 3D object with 360{\deg} views that correspond well with the…
• Semi-Supervised Single-View 3D Reconstruction via Prototype Shape Priors
  30 Sep 2022 1 repository listed Syntology ran 0 of 1 samples · 1 unverified · 1 pointer-only (licence)
  In particular, we introduce an attention-guided prototype shape prior module for guiding realistic object reconstruction.
• Articulated 3D Human-Object Interactions from RGB Videos: An Empirical Analysis of Approaches and Challenges
  12 Sep 2022 1 repository listed
  Human-object interactions with articulated objects are common in everyday life.
• VoloGAN: Adversarial Domain Adaptation for Synthetic Depth Data
  19 Jul 2022 1 repository listed
  We present VoloGAN, an adversarial domain adaptation network that translates synthetic RGB-D images of a high-quality 3D model of a person, into RGB-D images that could be generated with a consumer depth sensor.

Syntology lines on 13 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.