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Point Cloud Completion

Papers

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Showing 1–50 of 174 papers

TitleStatusHype
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
Leveraging Automatic CAD Annotations for Supervised Learning in 3D Scene UnderstandingCode0
RefComp: A Reference-guided Unified Framework for Unpaired Point Cloud Completion—0
SymmCompletion: High-Fidelity and High-Consistency Point Cloud Completion with Symmetry GuidanceCode1
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
Parametric Point Cloud Completion for Polygonal Surface ReconstructionCode2
DDEQs: Distributional Deep Equilibrium Models through Wasserstein Gradient FlowsCode0
GenPC: Zero-shot Point Cloud Completion via 3D Generative Priors—0
PointSea: Point Cloud Completion via Self-structure AugmentationCode2
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
PointCFormer: a Relation-based Progressive Feature Extraction Network for Point Cloud CompletionCode1
Position-aware Guided Point Cloud Completion with CLIP Model—0
Digging into Intrinsic Contextual Information for High-fidelity 3D Point Cloud CompletionCode1
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
PocoLoco: A Point Cloud Diffusion Model of Human Shape in Loose ClothingCode1
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
Diffusion-Occ: 3D Point Cloud Completion via Occupancy Diffusion—0
GeoFormer: Learning Point Cloud Completion with Tri-Plane Integrated TransformerCode1
Efficient and Scalable Point Cloud Generation with Sparse Point-Voxel Diffusion ModelsCode2
Self-supervised 3D Point Cloud Completion via Multi-view Adversarial LearningCode0
DuInNet: Dual-Modality Feature Interaction for Point Cloud Completion—0
T-CorresNet: Template Guided 3D Point Cloud Completion with Correspondence Pooling Query Generation StrategyCode0
Explicitly Guided Information Interaction Network for Cross-modal Point Cloud CompletionCode2
DMF-Net: Image-Guided Point Cloud Completion with Dual-Channel Modality Fusion and Shape-Aware Upsampling Transformer—0
Efficient 3D Shape Generation via Diffusion Mamba with Bidirectional SSMs—0
ImgAdaPoinTr: Improving Point Cloud Completion via Images and SegmentationCode0
Building-PCC: Building Point Cloud Completion BenchmarksCode1
GPN: Generative Point-based NeRFCode0
3DMambaComplete: Exploring Structured State Space Model for Point Cloud Completion—0
ComPC: Completing a 3D Point Cloud with 2D Diffusion PriorsCode1
3D Object Detection and High-Resolution Traffic Parameters Extraction Using Low-Resolution LiDAR Data—0
CRA-PCN: Point Cloud Completion with Intra- and Inter-level Cross-Resolution TransformersCode2
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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