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Point Cloud Completion

Papers

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Showing 101–150 of 174 papers

TitleStatusHype
Shape Completion with Points in the ShadowCode0
Prototype-Aware Heterogeneous Task for Point Cloud Completion—0
SPCNet: Stepwise Point Cloud Completion NetworkCode0
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
SeedFormer: Patch Seeds based Point Cloud Completion with Upsample TransformerCode1
CP3: Unifying Point Cloud Completion by Pretrain-Prompt-Predict Paradigm—0
Masked Autoencoders in 3D Point Cloud Representation LearningCode1
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
LAKe-Net: Topology-Aware Point Cloud Completion by Localizing Aligned KeypointsCode1
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
PointAttN: You Only Need Attention for Point Cloud CompletionCode1
Comprehensive Review of Deep Learning-Based 3D Point Cloud Completion Processing and Analysis—0
PMP-Net++: Point Cloud Completion by Transformer-Enhanced Multi-step Point Moving PathsCode1
Snowflake Point Deconvolution for Point Cloud Completion and Generation with Skip-TransformerCode2
Point cloud completion via structured feature maps using a feedback network—0
Temporal Point Cloud Completion with Pose Disturbance—0
SRPCN: Structure Retrieval based Point Completion Network—0
Towards realistic symmetry-based completion of previously unseen point cloudsCode0
Multi-View Partial (MVP) Point Cloud Challenge 2021 on Completion and Registration: Methods and ResultsCode1
High-Fidelity Point Cloud Completion with Low-Resolution Recovery and Noise-Aware Upsampling—0
Attention-based Transformation from Latent Features to Point CloudsCode1
A Conditional Point Diffusion-Refinement Paradigm for 3D Point Cloud CompletionCode1
Balanced Chamfer Distance as a Comprehensive Metric for Point Cloud CompletionCode1
Density-aware Chamfer Distance as a Comprehensive Metric for Point Cloud CompletionCode1
KTNet: Knowledge Transfer for Unpaired 3D Shape CompletionCode0
Deep Point Cloud Reconstruction—0
Self-Supervised Point Cloud Completion via InpaintingCode1
Graph-Guided Deformation for Point Cloud Completion—0
TreeGCN-ED: Encoding Point Cloud using a Tree-Structured Graph NetworkCode0
3D Point Cloud Completion with Geometric-Aware Adversarial Augmentation—0
An Efficient Deep Learning Approach Using Improved Generative Adversarial Networks for Incomplete Information Completion of Self-driving—0
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
CarveNet: Carving Point-Block for Complex 3D Shape Completion—0
Task-Aware Sampling Layer for Point-Wise Analysis—0
Variational Relational Point Completion NetworkCode1
ASFM-Net: Asymmetrical Siamese Feature Matching Network for Point CompletionCode1
View-Guided Point Cloud Completion—0
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
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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