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Point Cloud Completion

Papers

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Showing 126–150 of 174 papers

TitleStatusHype
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