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Single-View 3D Reconstruction

Papers

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Showing 51–98 of 98 papers

TitleStatusHype
2D GANs Meet Unsupervised Single-view 3D Reconstruction—0
VoloGAN: Adversarial Domain Adaptation for Synthetic Depth DataCode0
Topologically-Aware Deformation Fields for Single-View 3D ReconstructionCode1
3D Magic Mirror: Clothing Reconstruction from a Single Image via a Causal PerspectiveCode1
Share With Thy Neighbors: Single-View Reconstruction by Cross-Instance ConsistencyCode1
Pre-train, Self-train, Distill: A simple recipe for Supersizing 3D Reconstruction—0
AUV-Net: Learning Aligned UV Maps for Texture Transfer and Synthesis—0
Pose Adaptive Dual Mixup for Few-Shot Single-View 3D Reconstruction—0
MonoScene: Monocular 3D Semantic Scene CompletionCode1
A Dataset-Dispersion Perspective on Reconstruction Versus Recognition in Single-View 3D Reconstruction NetworksCode1
ABO: Dataset and Benchmarks for Real-World 3D Object UnderstandingCode1
Predicting 3D shapes, masks, and properties of materials, liquids, and objects inside transparent containers, using the TransProteus CGI datasetCode0
Domain Adaptation for Real-World Single View 3D Reconstruction—0
Black-Box Test-Time Shape REFINEment for Single View 3D Reconstruction—0
Learning Anchored Unsigned Distance Functions with Gradient Direction Alignment for Single-view Garment ReconstructionCode1
PoinTr: Diverse Point Cloud Completion with Geometry-Aware TransformersCode1
DeepMesh: Differentiable Iso-Surface Extraction—0
D2IM-Net: Learning Detail Disentangled Implicit Fields From Single Images—0
Self-Supervised 3D Mesh Reconstruction From Single Images—0
Learning Compositional Shape Priors for Few-Shot 3D Reconstruction—0
Using Adaptive Gradient for Texture Learning in Single-View 3D Reconstruction—0
Fostering Generalization in Single-view 3D Reconstruction by Learning a Hierarchy of Local and Global Shape Priors—0
Look, Cast and Mold: Learning 3D Shape Manifold from Single-view Synthetic Data—0
An Effective Loss Function for Generating 3D Models from Single 2D Image without RenderingCode1
Rethinking Content and Style: Exploring Bias for Unsupervised DisentanglementCode1
Learning to Recover 3D Scene Shape from a Single ImageCode2
D^2IM-Net: Learning Detail Disentangled Implicit Fields from Single Images—0
GAMesh: Guided and Augmented Meshing for Deep Point NetworksCode0
Continuous Object Representation Networks: Novel View Synthesis without Target View SupervisionCode1
Learning to Detect 3D Reflection Symmetry for Single-View ReconstructionCode1
Robust Learning Through Cross-Task ConsistencyCode1
Few-Shot Single-View 3-D Object Reconstruction with Compositional PriorsCode1
Self-supervised Single-view 3D Reconstruction via Semantic ConsistencyCode1
Single-View 3D Object Reconstruction from Shape Priors in Memory—0
SDFDiff: Differentiable Rendering of Signed Distance Fields for 3D Shape OptimizationCode0
PQ-NET: A Generative Part Seq2Seq Network for 3D ShapesCode0
Few-Shot Generalization for Single-Image 3D Reconstruction via Priors—0
Hyperparameter-Free Losses for Model-Based Monocular ReconstructionCode0
Learning to Predict 3D Objects with an Interpolation-based Differentiable RendererCode0
DISN: Deep Implicit Surface Network for High-quality Single-view 3D ReconstructionCode0
What Do Single-view 3D Reconstruction Networks Learn?—0
Soft Rasterizer: A Differentiable Renderer for Image-based 3D ReasoningCode0
Learning Implicit Fields for Generative Shape ModelingCode0
Domain-Adaptive Single-View 3D ReconstructionCode0
Learning View Priors for Single-view 3D Reconstruction—0
Learning Single-View 3D Reconstruction with Limited Pose SupervisionCode0
3D-LMNet: Latent Embedding Matching for Accurate and Diverse 3D Point Cloud Reconstruction from a Single ImageCode0
Relative Volume Constraints for Single View 3D Reconstruction—0
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All datasetsShapeNetShapeNetCoreCommon Objects in 3DGSOSynthEVox3D-TinyATRCUB-200-2011Market-HQTransProteus

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SDFDiff3DIoU0.67—Unverified
2ZubicLio3DIoU0.65—Unverified
3DIB-R3DIoU0.61—Unverified
4NMR [19]3DIoU0.6—Unverified
5voxel [47]3DIoU0.57—Unverified
6retrieval [47]3DIoU0.48—Unverified
#ModelMetricClaimedVerifiedStatus
1AtlasNet3DIoU3—Unverified
2DISN3DIoU0.57—Unverified
3OccNet3DIoU0.56—Unverified
4IMNET3DIoU0.55—Unverified
53DN3DIoU0.49—Unverified
6Pxl2mesh3DIoU0.47—Unverified
#ModelMetricClaimedVerifiedStatus
1NU-MCCAvg. F183.8—Unverified
2MCCAvg. F156.7—Unverified
3PointTrAvg. F139.7—Unverified
#ModelMetricClaimedVerifiedStatus
1SyncDreamerChamfer Distance0.03—Unverified
2Wonder3DChamfer Distance0.02—Unverified
3Unique3DChamfer Distance0.01—Unverified
#ModelMetricClaimedVerifiedStatus
1towards end-to-end neuromorphic voxel-based 3d object reconstruction without physical priorsA-mIoU0.54—Unverified
2E2VA-mIoU0.35—Unverified
#ModelMetricClaimedVerifiedStatus
13D Magic MirrorFID66.8—Unverified
#ModelMetricClaimedVerifiedStatus
13D Magic MirrorFID63.5—Unverified
#ModelMetricClaimedVerifiedStatus
13D Magic MirrorFID46.7—Unverified
#ModelMetricClaimedVerifiedStatus
1XYZNetR20.94—Unverified