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Point Cloud Completion On Shapenet

Metrics

Chamfer Distance
F-Score@1%

Results

Performance results of various models on this benchmark

Paper TitleRepository
TestNet100-Pointer Networks
MSN9.9690.705Morphing and Sampling Network for Dense Point Cloud Completion
PCN9.6360.695PCN: Point Completion Network
GRNet8.810.708GRNet: Gridding Residual Network for Dense Point Cloud Completion
SnowFlakeNet7.21-Snowflake Point Deconvolution for Point Cloud Completion and Generation with Skip-Transformer
GTNet7.15-Learning Geometric Transformation for Point Cloud Completion-
PSCU7.04-Parametric Surface Constrained Upsampler Network for Point Cloud
AdaPoinTr6.530.845AdaPoinTr: Diverse Point Cloud Completion with Adaptive Geometry-Aware Transformers
ODGNet6.500.833Orthogonal Dictionary Guided Shape Completion Network for Point Cloud-
PoinTr-0.748PoinTr: Diverse Point Cloud Completion with Geometry-Aware Transformers
SpareNet--Style-based Point Generator with Adversarial Rendering for Point Cloud Completion
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Point Cloud Completion On Shapenet | SOTA | HyperAI