Point Cloud Completion On Shapenet
Metrics
Chamfer Distance
F-Score@1%
Results
Performance results of various models on this benchmark
Model Name | Chamfer Distance | F-Score@1% | Paper Title | Repository |
|---|---|---|---|---|
| AdaPoinTr | 6.53 | 0.845 | AdaPoinTr: Diverse Point Cloud Completion with Adaptive Geometry-Aware Transformers | |
| TestNet | 100 | - | Pointer Networks | |
| PoinTr | - | 0.748 | PoinTr: Diverse Point Cloud Completion with Geometry-Aware Transformers | |
| MSN | 9.969 | 0.705 | Morphing and Sampling Network for Dense Point Cloud Completion | |
| GTNet | 7.15 | - | Learning Geometric Transformation for Point Cloud Completion | |
| PSCU | 7.04 | - | Parametric Surface Constrained Upsampler Network for Point Cloud | |
| SpareNet | - | - | Style-based Point Generator with Adversarial Rendering for Point Cloud Completion | |
| ODGNet | 6.50 | 0.833 | Orthogonal Dictionary Guided Shape Completion Network for Point Cloud | |
| SnowFlakeNet | 7.21 | - | Snowflake Point Deconvolution for Point Cloud Completion and Generation with Skip-Transformer | |
| GRNet | 8.81 | 0.708 | GRNet: Gridding Residual Network for Dense Point Cloud Completion | |
| PCN | 9.636 | 0.695 | PCN: Point Completion Network |
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