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Point Cloud Completion

Papers

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Showing 101–150 of 174 papers

TitleStatusHype
Diffusion-Occ: 3D Point Cloud Completion via Occupancy Diffusion—0
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
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
GPN: Generative Point-based NeRFCode0
3DMambaComplete: Exploring Structured State Space Model for Point Cloud Completion—0
3D Object Detection and High-Resolution Traffic Parameters Extraction Using Low-Resolution LiDAR Data—0
P2M2-Net: Part-Aware Prompt-Guided Multimodal Point Cloud CompletionCode0
BonnBeetClouds3D: A Dataset Towards Point Cloud-based Organ-level Phenotyping of Sugar Beet Plants under Field Conditions—0
Three-Filters-to-Normal+: Revisiting Discontinuity Discrimination in Depth-to-Normal Translation—0
Fine-Tuning Generative Models as an Inference Method for Robotic TasksCode0
Rotation-Invariant Completion Network—0
Fine-grained Text and Image Guided Point Cloud Completion with CLIP Model—0
High-Resolution Cranial Defect Reconstruction by Iterative, Low-Resolution, Point Cloud Completion Transformers—0
Multi-class point cloud completion networks for 3D cardiac anatomy reconstruction from cine magnetic resonance images—0
Empir3D : A Framework for Multi-Dimensional Point Cloud Assessment—0
Point Cloud Completion Guided by Prior Knowledge via Causal Inference—0
DualGenerator: Information Interaction-based Generative Network for Point Cloud Completion—0
Variational Relational Point Completion Network for Robust 3D Classification—0
Improving the quality of dental crown using a Transformer-based method—0
Are All Point Clouds Suitable for Completion? Weakly Supervised Quality Evaluation Network for Point Cloud Completion—0
Learning Point Cloud Completion without Complete Point Clouds: A Pose-Aware Approach—0
Symmetric Shape-Preserving Autoencoder for Unsupervised Real Scene Point Cloud Completion—0
VAPCNet: Viewpoint-Aware 3D Point Cloud CompletionCode0
Hyperbolic Chamfer Distance for Point Cloud CompletionCode0
Neural Shape Compiler: A Unified Framework for Transforming between Text, Point Cloud, and Program—0
Fast Point Cloud Generation with Straight FlowsCode0
PointCA: Evaluating the Robustness of 3D Point Cloud Completion Models Against Adversarial Examples—0
SPoVT: Semantic Prototype Variational Transformer for Dense Point Cloud Semantic CompletionCode0
Energy-Based Residual Latent Transport for Unsupervised Point Cloud CompletionCode0
Shape Completion with Points in the ShadowCode0
SPCNet: Stepwise Point Cloud Completion NetworkCode0
Prototype-Aware Heterogeneous Task for Point Cloud Completion—0
Implicit and Efficient Point Cloud Completion for 3D Single Object Tracking—0
CSDN: Cross-modal Shape-transfer Dual-refinement Network for Point Cloud Completion—0
CP3: Unifying Point Cloud Completion by Pretrain-Prompt-Predict Paradigm—0
CompleteDT: Point Cloud Completion with Dense Augment Inference Transformers—0
Spotlights: Probing Shapes from Spherical ViewpointsCode0
SoftPool++: An Encoder-Decoder Network for Point Cloud Completion—0
Implicit Shape Completion via Adversarial Shape Priors—0
Reconstruction-Aware Prior Distillation for Semi-supervised Point Cloud Completion—0
Learning Local Displacements for Point Cloud Completion—0
Learning a Structured Latent Space for Unsupervised Point Cloud Completion—0
Self-supervised Point Cloud Completion on Real Traffic Scenes via Scene-concerned Bottom-up Mechanism—0
Completing Partial Point Clouds with Outliers by Collaborative Completion and Segmentation—0
Comprehensive Review of Deep Learning-Based 3D Point Cloud Completion Processing and Analysis—0
Point cloud completion via structured feature maps using a feedback network—0
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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