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Point Cloud Completion

Papers

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Showing 51–100 of 174 papers

TitleStatusHype
Self-Supervised Point Cloud Completion via InpaintingCode1
Voxel-based Network for Shape Completion by Leveraging Edge GenerationCode1
PoinTr: Diverse Point Cloud Completion with Geometry-Aware TransformersCode1
SnowflakeNet: Point Cloud Completion by Snowflake Point Deconvolution with Skip-TransformerCode1
Variational Relational Point Completion NetworkCode1
ASFM-Net: Asymmetrical Siamese Feature Matching Network for Point CompletionCode1
Denoise and Contrast for Category Agnostic Shape CompletionCode1
Cycle4Completion: Unpaired Point Cloud Completion using Cycle Transformation with Missing Region CodingCode1
Style-based Point Generator with Adversarial Rendering for Point Cloud CompletionCode1
HyperPocket: Generative Point Cloud CompletionCode1
PMP-Net: Point Cloud Completion by Learning Multi-step Point Moving PathsCode1
Cascaded Refinement Network for Point Cloud Completion with Self-supervisionCode1
Refinement of Predicted Missing Parts Enhance Point Cloud CompletionCode1
SoftPoolNet: Shape Descriptor for Point Cloud Completion and ClassificationCode1
Point Set Voting for Partial Point Cloud AnalysisCode1
Detail Preserved Point Cloud Completion via Separated Feature AggregationCode1
GRNet: Gridding Residual Network for Dense Point Cloud CompletionCode1
Cascaded Refinement Network for Point Cloud CompletionCode1
PF-Net: Point Fractal Network for 3D Point Cloud CompletionCode1
Morphing and Sampling Network for Dense Point Cloud CompletionCode1
PCN: Point Completion NetworkCode1
Pointer NetworksCode1
A Multi-View High-Resolution Foot-Ankle Complex Point Cloud Dataset During Gait for Occlusion-Robust 3D Completion—0
A Strong View-Free Baseline Approach for Single-View Image Guided Point Cloud Completion—0
Toward Patient-specific Partial Point Cloud to Surface Completion for Pre- to Intra-operative Registration in Image-guided Liver Interventions—0
Flexible-weighted Chamfer Distance: Enhanced Objective Function for Point Cloud Completion—0
RefComp: A Reference-guided Unified Framework for Unpaired Point Cloud Completion—0
Leveraging Automatic CAD Annotations for Supervised Learning in 3D Scene UnderstandingCode0
Pow3R: Empowering Unconstrained 3D Reconstruction with Camera and Scene Priors—0
SuperPC: A Single Diffusion Model for Point Cloud Completion, Upsampling, Denoising, and Colorization—0
DDEQs: Distributional Deep Equilibrium Models through Wasserstein Gradient FlowsCode0
GenPC: Zero-shot Point Cloud Completion via 3D Generative Priors—0
Imagine with the Teacher: Complete Shape in a Multi-View Distillation Way—0
MambaTron: Efficient Cross-Modal Point Cloud Enhancement using Aggregate Selective State Space Modeling—0
DC-PCN: Point Cloud Completion Network with Dual-Codebook Guided Quantization—0
Self-Supervised Large Scale Point Cloud Completion for Archaeological Site Restoration—0
DAPoinTr: Domain Adaptive Point Transformer for Point Cloud CompletionCode0
Hyperbolic Chamfer Distance for Point Cloud Completion and Beyond—0
Position-aware Guided Point Cloud Completion with CLIP Model—0
LiDAR-EDIT: LiDAR Data Generation by Editing the Object Layouts in Real-World Scenes—0
PCDreamer: Point Cloud Completion Through Multi-view Diffusion Priors—0
Revisiting Point Cloud Completion: Are We Ready For The Real-World?—0
Learning 3D Representations from Procedural 3D Programs—0
SPAC-Net: Rethinking Point Cloud Completion with Structural PriorCode0
Enhancing Performance of Point Cloud Completion Networks with Consistency LossCode0
Unsupervised Point Cloud Completion through Unbalanced Optimal Transport—0
Sparse-to-Dense LiDAR Point Generation by LiDAR-Camera Fusion for 3D Object Detection—0
RealDiff: Real-world 3D Shape Completion using Self-Supervised Diffusion Models—0
CF-PRNet: Coarse-to-Fine Prototype Refining Network for Point Cloud Completion and ReconstructionCode0
Loss Distillation via Gradient Matching for Point Cloud Completion with Weighted Chamfer DistanceCode0
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All datasetsShapeNetShapeNet-ViPC

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1TestNetChamfer Distance100—Unverified
2MSNChamfer Distance9.97—Unverified
3PCNChamfer Distance9.64—Unverified
4GRNetChamfer Distance8.81—Unverified
5SnowFlakeNetChamfer Distance7.21—Unverified
6GTNetChamfer Distance7.15—Unverified
7PSCUChamfer Distance7.04—Unverified
8AdaPoinTrChamfer Distance6.53—Unverified
9ODGNetChamfer Distance6.5—Unverified
10SpareNetEarth Mover's Distance1.86—Unverified
#ModelMetricClaimedVerifiedStatus
1ViPCChamfer Distance3.31—Unverified
2CSDNChamfer Distance2.57—Unverified
3XMFNetChamfer Distance1.44—Unverified