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Point Cloud Completion

Papers

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Showing 151–174 of 174 papers

TitleStatusHype
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
High-Fidelity Point Cloud Completion with Low-Resolution Recovery and Noise-Aware Upsampling—0
Deep Point Cloud Reconstruction—0
KTNet: Knowledge Transfer for Unpaired 3D Shape CompletionCode0
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
CarveNet: Carving Point-Block for Complex 3D Shape Completion—0
Task-Aware Sampling Layer for Point-Wise Analysis—0
View-Guided Point Cloud Completion—0
RFNet: Recurrent Forward Network for Dense Point Cloud Completion—0
PC-RGNN: Point Cloud Completion and Graph Neural Network for 3D Object Detection—0
PatchNets: Patch-Based Generalizable Deep Implicit 3D Shape Representations—0
Point Cloud Completion by Learning Shape PriorsCode0
Point Cloud Completion by Skip-attention Network with Hierarchical Folding—0
3dDepthNet: Point Cloud Guided Depth Completion Network for Sparse Depth and Single Color Image—0
TopNet: Structural Point Cloud DecoderCode0
Unpaired Point Cloud Completion on Real Scans using Adversarial TrainingCode0
Inferring Point Clouds from Single Monocular Images by Depth Intermediation—0
AtlasNet: A Papier-Mâché Approach to Learning 3D Surface GenerationCode0
Procedural Editing of 3D Building Point Clouds—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