Object 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

2 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.

Most implemented papers archive 2025-07-28

30 shown of 103 papers with code (291 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.

• 3D-R2N2: A Unified Approach for Single and Multi-view 3D Object Reconstruction
  2 Apr 2016 13 repositories listed
  Inspired by the recent success of methods that employ shape priors to achieve robust 3D reconstructions, we propose a novel recurrent neural network architecture that we call the 3D Recurrent Reconstruction Neural…
• Grasping Field: Learning Implicit Representations for Human Grasps
  10 Aug 2020 4 repositories listed
  Specifically, our generative model is able to synthesize high-quality human grasps, given only on a 3D object point cloud.
• A Point Set Generation Network for 3D Object Reconstruction from a Single Image
  2 Dec 2016 4 repositories listed Syntology ran 2 of 6 samples · 4 unverified · 2 pointer-only (licence)
  Our final solution is a conditional shape sampler, capable of predicting multiple plausible 3D point clouds from an input image.
• Pix2Vox++: Multi-scale Context-aware 3D Object Reconstruction from Single and Multiple Images
  22 Jun 2020 3 repositories listed Syntology ran 2 of 6 samples · 4 unverified
  A multi-scale context-aware fusion module is then introduced to adaptively select high-quality reconstructions for different parts from all coarse 3D volumes to obtain a fused 3D volume.
• Multi-View Silhouette and Depth Decomposition for High Resolution 3D Object Representation
  27 Feb 2018 3 repositories listed
  We consider the problem of scaling deep generative shape models to high-resolution.
• Learning Efficient Point Cloud Generation for Dense 3D Object Reconstruction
  21 Jun 2017 3 repositories listed
  Conventional methods of 3D object generative modeling learn volumetric predictions using deep networks with 3D convolutional operations, which are direct analogies to classical 2D ones.
• 3D Object Reconstruction from Hand-Object Interactions
  3 Apr 2017 3 repositories listed
  Recent advances have enabled 3d object reconstruction approaches using a single off-the-shelf RGB-D camera.
• 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.
• Benchmarks and Challenges in Pose Estimation for Egocentric Hand Interactions with Objects
  25 Mar 2024 2 repositories listed Syntology ran 11 of 14 samples · 3 unverified · 14 pointer-only (licence)
  A holistic 3Dunderstanding of such interactions from egocentric views is important for tasks in robotics, AR/VR, action recognition and motion generation.
• GaussianObject: High-Quality 3D Object Reconstruction from Four Views with Gaussian Splatting
  15 Feb 2024 2 repositories listed Syntology ran 7 of 11 samples · 4 unverified · 11 pointer-only (licence)
  Then we construct a Gaussian repair model based on diffusion models to supplement the omitted object information, where Gaussians are further refined.
• AlignSDF: Pose-Aligned Signed Distance Fields for Hand-Object Reconstruction
  26 Jul 2022 2 repositories listed
  We show that such aligned SDFs better focus on reconstructing shape details and improve reconstruction accuracy both for hands and objects.
• CoReNet: Coherent 3D scene reconstruction from a single RGB image
  27 Apr 2020 2 repositories listed Syntology ran 0 of 13 samples · 13 unverified
  Furthermore, we adapt our model to address the harder task of reconstructing multiple objects from a single image.
• Dense 3D Object Reconstruction from a Single Depth View
  1 Feb 2018 2 repositories listed
  Unlike existing work which typically requires multiple views of the same object or class labels to recover the full 3D geometry, the proposed 3D-RecGAN++ only takes the voxel grid representation of a depth view of the…
• 3D Object Reconstruction from a Single Depth View with Adversarial Learning
  26 Aug 2017 2 repositories listed
  In this paper, we propose a novel 3D-RecGAN approach, which reconstructs the complete 3D structure of a given object from a single arbitrary depth view using generative adversarial networks.
• Perspective Transformer Nets: Learning Single-View 3D Object Reconstruction without 3D Supervision
  1 Dec 2016 2 repositories listed
  We demonstrate the ability of the model in generating 3D volume from a single 2D image with three sets of experiments: (1) learning from single-class objects; (2) learning from multi-class objects and (3) testing on…
• HuSc3D: Human Sculpture dataset for 3D object reconstruction
  9 Jun 2025 1 repository listed
  3D scene reconstruction from 2D images is one of the most important tasks in computer graphics.
• CaLiV: LiDAR-to-Vehicle Calibration of Arbitrary Sensor Setups via Object Reconstruction
  31 Mar 2025 1 repository listed
  This algorithm works for non-overlapping FoVs, as well as arbitrary calibration targets, and does not require any external sensing devices.
• HoGS: Unified Near and Far Object Reconstruction via Homogeneous Gaussian Splatting
  25 Mar 2025 1 repository listed
  Novel view synthesis has demonstrated impressive progress recently, with 3D Gaussian splatting (3DGS) offering efficient training time and photorealistic real-time rendering.
• DQO-MAP: Dual Quadrics Multi-Object mapping with Gaussian Splatting
  4 Mar 2025 1 repository listed
  We employ 3D Gaussian Splatting for high-fidelity object reconstruction and leverage quadrics for precise object pose estimation.
• Convex Hull-based Algebraic Constraint for Visual Quadric SLAM
  3 Mar 2025 1 repository listed
  Using Quadrics as the object representation has the benefits of both generality and closed-form projection derivation between image and world spaces.
• Inter3D: A Benchmark and Strong Baseline for Human-Interactive 3D Object Reconstruction
  19 Feb 2025 1 repository listed Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
  Recent advancements in implicit 3D reconstruction methods, e.
• Learning Partonomic 3D Reconstruction from Image Collections
  1 Jan 2025 1 repository listed
  Our goal is not only to reconstruct the shape of an object from a single-view image but also to decompose the shape into meaningful semantic parts.
• View Transformation Robustness for Multi-View 3D Object Reconstruction with Reconstruction Error-Guided View Selection
  16 Dec 2024 1 repository listed
  To fully utilize the power of Stable Diffusion models without extra inference computation burdens, we propose to generate novel views with Stable Diffusion models for better view transformation robustness.
• 3DGS-CD: 3D Gaussian Splatting-based Change Detection for Physical Object Rearrangement
  6 Nov 2024 1 repository listed
  We present 3DGS-CD, the first 3D Gaussian Splatting (3DGS)-based method for detecting physical object rearrangements in 3D scenes.
• Comparative Evaluation of 3D Reconstruction Methods for Object Pose Estimation
  15 Aug 2024 1 repository listed
  We aim to answer this question by proposing a novel benchmark for measuring the impact of 3D reconstruction quality on pose estimation accuracy.
• StackFLOW: Monocular Human-Object Reconstruction by Stacked Normalizing Flow with Offset
  30 Jul 2024 1 repository listed Syntology ran 0 of 1 samples · 1 unverified · 1 pointer-only (licence)
  Modeling and capturing the 3D spatial arrangement of the human and the object is the key to perceiving 3D human-object interaction from monocular images.
• Monocular Human-Object Reconstruction in the Wild
  30 Jul 2024 1 repository listed Syntology ran 6 of 9 samples · 3 unverified · 9 pointer-only (licence)
  Learning the prior knowledge of the 3D human-object spatial relation is crucial for reconstructing human-object interaction from images and understanding how humans interact with objects in 3D space.
• Shape2.5D: A Dataset of Texture-less Surfaces for Depth and Normals Estimation
  22 Jun 2024 1 repository listed
  It also includes a real-world subset comprising 4, 672 frames captured with a depth camera.
• S3O: A Dual-Phase Approach for Reconstructing Dynamic Shape and Skeleton of Articulated Objects from Single Monocular Video
  21 May 2024 1 repository listed
  Reconstructing dynamic articulated objects from a singular monocular video is challenging, requiring joint estimation of shape, motion, and camera parameters from limited views.
• LeanGaussian: Breaking Pixel or Point Cloud Correspondence in Modeling 3D Gaussians
  25 Apr 2024 1 repository listed
  In this paper, we introduce LeanGaussian, a novel approach that treats each query in deformable Transformer as one 3D Gaussian ellipsoid, breaking the pixel or point cloud correspondence constraints.

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.